This is a Project done with R markdown (Rstudio) to unserstand the covid 19 data for various countries .I am mainly focusing with my native and residing country (i.e, India and Uae).Here I am using latest covid 19 data from WHO by using Special R library named covid19.analytics.
library(covid19.analytics)
covid_data <- covid19.data(case = 'aggregated')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## ================================================================================
## A problem was detected when trying to retrieve the data for the package: https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## The URL or file was not found! Please contact the developer about this!
## simpleWarning in file(file, "rt"): cannot open URL 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv': HTTP status was '404 Not Found'
## ================================================================================
## We will load the preserved data instead, please notice that this data is not the latest one but instead an 'image' from previous records.
## Data being read from *local* repo in the 'covid19.analytics' package
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from C:/Users/sruth/AppData/Local/R/win-library/4.2/covid19.analytics/extdata/latest.RDS
confirmed_case <- covid19.data(case='ts-confirmed')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:24 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
total_cases <- covid19.data(case='ts-ALL')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:25 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
## Data retrieved on 2022-07-30 00:18:26 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv
## Data retrieved on 2022-07-30 00:18:28 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 270
## --------------------------------------------------------------------------------
report.summary(Nentries = 10,graphical.output = T)
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:30 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-confirmed data detected -- 109 records (out of
## 285) show inconsistencies in the data...
## ################################################################################
## ##### TS-CONFIRMED Cases -- Data dated: 2022-07-28 :: 2022-07-30 00:18:35
## ################################################################################
## Number of Countries/Regions reported: 199
## Number of Cities/Provinces reported: 90
## Unique number of distinct geographical locations combined: 285
## --------------------------------------------------------------------------------
## Worldwide ts-confirmed Totals: 574853308
## --------------------------------------------------------------------------------
## Country.Region Province.State Totals GlobalPerc LastDayChange t-2 t-3 t-7 t-14 t-30
## 1 US 91120218 15.85 147362 239176 134725 130669 151248 190363
## 2 India 43959321 7.65 0 20557 18313 21411 20044 18819
## 3 Brazil 33748985 5.87 44592 44514 37914 49799 107959 0
## 4 France 32827964 5.71 45914 58638 79941 74103 0 124724
## 5 Germany 30787309 5.36 84798 104126 121780 92009 123046 132671
## 6 United Kingdom 23304479 4.05 0 91914 0 0 0 35895
## 7 Italy 20898059 3.64 60826 64400 88651 71667 97936 95455
## 8 Korea, South 19620517 3.41 85275 88296 100182 68521 41273 9585
## 9 Russia 18295035 3.18 11407 8954 6104 6586 4401 2998
## 10 Turkey 15524071 2.70 0 0 0 0 0 26635
## --------------------------------------------------------------------------------
## Global Perc. Average: 0.35 (sd: 1.28)
## Global Perc. Average in top 10 : 5.74 (sd: 3.87)
## --------------------------------------------------------------------------------
## ================================================================================
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
## Data retrieved on 2022-07-30 00:18:36 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-deaths data detected -- 94 records (out of 285)
## show inconsistencies in the data...
## ################################################################################
## ##### TS-DEATHS Cases -- Data dated: 2022-07-28 :: 2022-07-30 00:18:41
## ################################################################################
## Number of Countries/Regions reported: 199
## Number of Cities/Provinces reported: 90
## Unique number of distinct geographical locations combined: 285
## --------------------------------------------------------------------------------
## Worldwide ts-deaths Totals: 6395564
## --------------------------------------------------------------------------------
## Country.Region Province.State Totals Perc LastDayChange t-2 t-3 t-7 t-14 t-30
## 1 US 1029270 1.13 397 933 517 567 487 735
## 2 Brazil 678069 2.01 265 310 351 280 311 0
## 3 India 526211 1.20 -1 45 57 67 56 39
## 4 Russia 374563 2.05 40 33 46 40 38 52
## 5 Mexico 327412 4.90 0 303 0 89 85 0
## 6 Peru 214154 5.51 34 8 41 35 38 14
## 7 United Kingdom 183953 0.79 0 1226 0 0 0 117
## 8 Italy 171638 0.82 199 207 253 155 134 60
## 9 Indonesia 156957 2.53 17 11 13 13 6 3
## 10 France 148514 0.45 105 103 106 113 0 48
## --------------------------------------------------------------------------------
## --------------------------------------------------------------------------------
## ================================================================================
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv
## Data retrieved on 2022-07-30 00:18:42 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 270
## --------------------------------------------------------------------------------
## >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-recovered data detected -- 258 records (out of
## 270) show inconsistencies in the data...
## ################################################################################
## ##### TS-RECOVERED Cases -- Data dated: 2022-07-28 :: 2022-07-30 00:18:47
## ################################################################################
## Number of Countries/Regions reported: 199
## Number of Cities/Provinces reported: 74
## Unique number of distinct geographical locations combined: 270
## --------------------------------------------------------------------------------
## Worldwide ts-recovered Totals: 0
## --------------------------------------------------------------------------------
## Country.Region Province.State Totals LastDayChange t-2 t-3 t-7 t-14 t-30
## 1 Afghanistan 0 0 0 0 0 0 0
## 2 Albania 0 0 0 0 0 0 0
## 3 Algeria 0 0 0 0 0 0 0
## 4 Andorra 0 0 0 0 0 0 0
## 5 Angola 0 0 0 0 0 0 0
## 6 Antarctica 0 0 0 0 0 0 0
## 7 Antigua and Barbuda 0 0 0 0 0 0 0
## 8 Argentina 0 0 0 0 0 0 0
## 9 Armenia 0 0 0 0 0 0 0
## 10 Australia Australian Capital Territory 0 0 0 0 0 0 0
## --------------------------------------------------------------------------------
## --------------------------------------------------------------------------------
## ================================================================================
## Warning in report.summary(Nentries = 10, graphical.output = T): Graphical
## Output: Data yields non-positive results!
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## ================================================================================
## A problem was detected when trying to retrieve the data for the package: https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## The URL or file was not found! Please contact the developer about this!
## simpleWarning in file(file, "rt"): cannot open URL 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv': HTTP status was '404 Not Found'
## ================================================================================
## We will load the preserved data instead, please notice that this data is not the latest one but instead an 'image' from previous records.
## Data being read from *local* repo in the 'covid19.analytics' package
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from C:/Users/sruth/AppData/Local/R/win-library/4.2/covid19.analytics/extdata/latest.RDS
## >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## Possible <<Aggregated data-type>> detected...
## checking for ... Active Deaths Recovered Confirmed
## No critical issues have been found.
## Warning in chck.cols.qty(agg.critical.cols, data, disclose = disclose): Column Active has 10 entries reporting negative values!
## on entries: 33 417 489 1356 1449 1895 2563 2581 2738 3969
## Warning in chck.cols.qty(agg.critical.cols, data, disclose = disclose): number of 'active+recovered+deaths' cases does NOT match the number of 'confirmed' cases!
## on 8 entries -- 3956 3957 3959 3961 3966 3967 3969 3970
## || FIPS Admin2 Province_State Country_Region Last_Update Lat Long_ Confirmed Deaths Recovered Active Combined_Key Incident_Rate Case_Fatality_Ratio
## 3956 3957 3959 3961 3966 3967 3969 3970 || c(NA, NA, NA, NA, NA, NA, NA, NA) c("", "", "", "", "", "", "", "") c("Anguilla", "Bermuda", "Cayman Islands", "England", "Northern Ireland", "Scotland", "Unknown", "Wales") c("United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom") c("2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49") c(18.2206, 32.3078, 19.3133, 52.3555, 54.7877, 56.4907, NA, 52.1307) c(-63.0686, -64.7505, -81.2546, -1.1743, -6.4923, -4.2026, NA, -3.7837) c(16, 691, 390, 3358064, 104274, 180533, 0, 192912) c(0, 12, 2, 93816, 1861, 6112, 0, 4775) c(15, 653, 357, 0, 0, 0, 0, 0) c(2, 12, 28, 3358064, 104274, 180533, -106564, 192912) c("Anguilla, United Kingdom", "Bermuda, United Kingdom", "Cayman Islands, United Kingdom", "England, United Kingdom", "Northern Ireland, United Kingdom", "Scotland, United Kingdom", "Unknown, United Kingdom", "Wales, United Kingdom") c(113.318224236768, 1111.23600918536, 605.599513085819, 5998.98530115833, 5541.77295918367, 3304.46799553383, NA, 6146.43471611547) c(0, 1.73661360347323, 0.512820512820513, 2.7937525907785, 1.78472102345743, 3.38553062321016, NA, 2.47522186281828)
## *** 17 entries were removed due to data inconsistences
## >>> checking data consistency...
## This function applies to TimeSeries data only
## ############################################################################################################################################
## ##### AGGREGATED Data -- ORDERED BY CONFIRMED Cases -- Data dated: 2021-02-02 :: 2022-07-30 00:18:47
## ############################################################################################################################################
## Number of Countries/Regions reported: 192
## Number of Cities/Provinces reported: 569
## Unique number of distinct geographical locations combined: 3962
## --------------------------------------------------------------------------------------------------------------------------------------------
## Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered Active Perc.Active
## 1 France 3190701 3.20 76128 2.39 200492 6.28 2914081 91.33
## 2 Turkey 2485182 2.50 26117 1.05 2370431 95.38 88634 3.57
## 3 Maharashtra, India 2028347 2.04 51109 2.52 1932294 95.26 44944 2.22
## 4 Argentina 1933853 1.94 48249 2.49 1729999 89.46 155605 8.05
## 5 Sao Paulo, Brazil 1779722 1.79 53090 2.98 1537739 86.40 188893 10.61
## 6 Poland 1515889 1.52 37222 2.46 1276636 84.22 202031 13.33
## 7 South Africa 1456309 1.46 44399 3.05 1306022 89.68 105888 7.27
## 8 Iran 1424596 1.43 58038 4.07 1216305 85.38 150253 10.55
## 9 Los Angeles, California, US 1121107 1.13 16857 1.50 0 0.00 1104250 98.50
## 10 Indonesia 1089308 1.09 30277 2.78 883682 81.12 175349 16.10
## ============================================================================================================================================
## ############################################################################################################################################
## ##### AGGREGATED Data -- ORDERED BY DEATHS Cases -- Data dated: 2021-02-02 :: 2022-07-30 00:18:47
## ############################################################################################################################################
## Number of Countries/Regions reported: 192
## Number of Cities/Provinces reported: 569
## Unique number of distinct geographical locations combined: 3962
## --------------------------------------------------------------------------------------------------------------------------------------------
## Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered Active Perc.Active
## 1 France 3190701 3.20 76128 2.39 200492 6.28 2914081 91.33
## 2 Iran 1424596 1.43 58038 4.07 1216305 85.38 150253 10.55
## 3 Sao Paulo, Brazil 1779722 1.79 53090 2.98 1537739 86.40 188893 10.61
## 4 Maharashtra, India 2028347 2.04 51109 2.52 1932294 95.26 44944 2.22
## 5 Argentina 1933853 1.94 48249 2.49 1729999 89.46 155605 8.05
## 6 South Africa 1456309 1.46 44399 3.05 1306022 89.68 105888 7.27
## 7 Poland 1515889 1.52 37222 2.46 1276636 84.22 202031 13.33
## 8 Indonesia 1089308 1.09 30277 2.78 883682 81.12 175349 16.10
## 9 Rio de Janeiro, Brazil 522998 0.53 29848 5.71 488340 93.37 4810 0.92
## 10 Lombardia, Italy 539147 0.54 27150 5.04 463522 85.97 48475 8.99
## ============================================================================================================================================
## ############################################################################################################################################
## ##### AGGREGATED Data -- ORDERED BY RECOVERED Cases -- Data dated: 2021-02-02 :: 2022-07-30 00:18:47
## ############################################################################################################################################
## Number of Countries/Regions reported: 192
## Number of Cities/Provinces reported: 569
## Unique number of distinct geographical locations combined: 3962
## --------------------------------------------------------------------------------------------------------------------------------------------
## Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered Active Perc.Active
## 1 Turkey 2485182 2.50 26117 1.05 2370431 95.38 88634 3.57
## 2 Maharashtra, India 2028347 2.04 51109 2.52 1932294 95.26 44944 2.22
## 3 Argentina 1933853 1.94 48249 2.49 1729999 89.46 155605 8.05
## 4 Sao Paulo, Brazil 1779722 1.79 53090 2.98 1537739 86.40 188893 10.61
## 5 South Africa 1456309 1.46 44399 3.05 1306022 89.68 105888 7.27
## 6 Poland 1515889 1.52 37222 2.46 1276636 84.22 202031 13.33
## 7 Iran 1424596 1.43 58038 4.07 1216305 85.38 150253 10.55
## 8 Karnataka, India 939775 0.94 12220 1.30 921592 98.07 5963 0.63
## 9 Indonesia 1089308 1.09 30277 2.78 883682 81.12 175349 16.10
## 10 Andhra Pradesh, India 887900 0.89 7154 0.81 879504 99.05 1242 0.14
## ============================================================================================================================================
## ############################################################################################################################################
## ##### AGGREGATED Data -- ORDERED BY ACTIVE Cases -- Data dated: 2021-02-02 :: 2022-07-30 00:18:47
## ############################################################################################################################################
## Number of Countries/Regions reported: 192
## Number of Cities/Provinces reported: 569
## Unique number of distinct geographical locations combined: 3962
## --------------------------------------------------------------------------------------------------------------------------------------------
## Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered Active Perc.Active
## 1 France 3190701 3.20 76128 2.39 200492 6.28 2914081 91.33
## 2 Los Angeles, California, US 1121107 1.13 16857 1.50 0 0.00 1104250 98.50
## 3 Lima, Peru 509864 0.51 17996 3.53 0 0.00 491868 96.47
## 4 Madrid, Spain 523791 0.53 12610 2.41 40736 7.78 470445 89.82
## 5 Maricopa, Arizona, US 475261 0.48 7462 1.57 0 0.00 467799 98.43
## 6 Catalonia, Spain 500604 0.50 9423 1.88 26203 5.23 464978 92.88
## 7 Ciudad de Mexico, Mexico 482472 0.48 22601 4.68 0 0.00 459871 95.32
## 8 Cook, Illinois, US 454485 0.46 8878 1.95 0 0.00 445607 98.05
## 9 Andalusia, Spain 411468 0.41 6390 1.55 10671 2.59 394407 95.85
## 10 Serbia 397002 0.40 4038 1.02 0 0.00 392964 98.98
## ============================================================================================================================================
## Confirmed Deaths Recovered Active
## Totals
## 99563258 2107628 54841780 NA
## Average
## 25129.55 531.96 13841.94 NA
## Standard Deviation
## 118312.01 2844.14 92902.5 NA
##
##
## * Statistical estimators computed considering 3962 independent reported entries
## >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## Possible <<Aggregated data-type>> detected...
## checking for ... Active Deaths Recovered Confirmed
## No critical issues have been found.
##
##
## ********************************************************************************
## ******************************** OVERALL SUMMARY********************************
## ********************************************************************************
## **** Time Series Worldwide TOTS ****
## ts-confirmed ts-deaths ts-recovered
## 574853308 6395564 0
## 1.11% 0%
## **** Time Series Worldwide AVGS ****
## ts-confirmed ts-deaths ts-recovered
## 2017029.15 22440.58 0
## 1.11% 0%
## **** Time Series Worldwide SDS ****
## ts-confirmed ts-deaths ts-recovered
## 7367904.54 88648.26 0
## 1.2% 0%
##
##
## * Statistical estimators computed considering 285/285/270 independent reported entries per case-type
## ********************************************************************************
tots.per.location(confirmed_case,geo.loc='india')
## INDIA -- 43959321
## =============================== running models...===============================
## Linear Regression (lm):
##
## Call:
## lm(formula = y.var ~ x.var)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7098328 -2696395 -364601 3272177 7124602
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -7185508.1 239230.8 -30.04 <2e-16 ***
## x.var 60905.9 450.5 135.19 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3623000 on 917 degrees of freedom
## Multiple R-squared: 0.9522, Adjusted R-squared: 0.9522
## F-statistic: 1.828e+04 on 1 and 917 DF, p-value: < 2.2e-16
##
## --------------------------------------------------------------------------------
## Linear Regression (lm):
##
## Call:
## lm(formula = y.var ~ x.var)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.9185 -1.1686 0.7343 1.8051 2.9315
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.8267033 0.1809784 54.30 <2e-16 ***
## x.var 0.0114715 0.0003408 33.66 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.741 on 917 degrees of freedom
## Multiple R-squared: 0.5527, Adjusted R-squared: 0.5522
## F-statistic: 1133 on 1 and 917 DF, p-value: < 2.2e-16
##
## --------------------------------------------------------------------------------
## GLM using Family [1] "poisson" :
##
## Call:
## glm(formula = y.var ~ x.var, family = family)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -3036.83 -2104.92 -80.06 723.48 2753.81
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.494e+01 2.350e-05 635565 <2e-16 ***
## x.var 3.360e-03 3.359e-08 100024 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 1.5188e+10 on 918 degrees of freedom
## Residual deviance: 2.8737e+09 on 917 degrees of freedom
## AIC: 2873697873
##
## Number of Fisher Scoring iterations: 5
##
## --------------------------------------------------------------------------------
tots.per.location(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## UNITED ARAB EMIRATES -- 988004
## =============================== running models...===============================
## Linear Regression (lm):
##
## Call:
## lm(formula = y.var ~ x.var)
##
## Residuals:
## Min 1Q Median 3Q Max
## -104946 -58743 4000 54566 128687
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.300e+05 4.322e+03 -30.07 <2e-16 ***
## x.var 1.280e+03 8.139e+00 157.27 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 65460 on 917 degrees of freedom
## Multiple R-squared: 0.9642, Adjusted R-squared: 0.9642
## F-statistic: 2.473e+04 on 1 and 917 DF, p-value: < 2.2e-16
##
## --------------------------------------------------------------------------------
## Linear Regression (lm):
##
## Call:
## lm(formula = y.var ~ x.var)
##
## Residuals:
## Min 1Q Median 3Q Max
## -8.1271 -0.7206 0.7148 1.3340 1.4776
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.0693550 0.1235174 65.33 <2e-16 ***
## x.var 0.0082560 0.0002326 35.49 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.871 on 917 degrees of freedom
## Multiple R-squared: 0.5787, Adjusted R-squared: 0.5783
## F-statistic: 1260 on 1 and 917 DF, p-value: < 2.2e-16
##
## --------------------------------------------------------------------------------
## GLM using Family [1] "poisson" :
##
## Call:
## glm(formula = y.var ~ x.var, family = family)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -430.11 -247.27 -60.89 208.27 328.09
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.125e+01 1.533e-04 73399 <2e-16 ***
## x.var 3.160e-03 2.215e-07 14267 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 303510364 on 918 degrees of freedom
## Residual deviance: 58202378 on 917 degrees of freedom
## AIC: 58214960
##
## Number of Fisher Scoring iterations: 5
##
## --------------------------------------------------------------------------------
growth.rate(confirmed_case,geo.loc='india')
## Processing... INDIA
## Loading required package: pheatmap
## Loading required package: gplots
##
## Attaching package: 'gplots'
## The following object is masked from 'package:stats':
##
## lowess
## $Changes
## geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 INDIA 0 0 0 0 0 0
## 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1 0 1 0 0 1 1 0
## 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1 0 0 0 0 0 0 0
## 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1 0 0 0 0 0 0 0
## 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1 0 0 0 0 0 0 0
## 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1 0 0 0 0 0 2 0
## 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1 23 2 1 3 5 4 13
## 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1 6 11 9 20 11 6 23
## 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1 14 38 50 86 66 103 37
## 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1 121 70 160 100 37 227 146
## 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1 601 545 24 515 506 1190 533
## 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1 605 809 873 848 759 1248 1034
## 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1 835 1108 922 1370 1893 924 1541
## 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1 1290 1707 1453 1753 1607 1561 1873
## 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1 1738 1801 2394 2442 2806 3932 2963
## 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1 3587 3364 3344 3113 4353 3607 3524
## 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1 3763 3942 3787 4864 5050 4630 6147
## 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1 5553 6198 6568 6629 7113 6414 5843
## 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1 7293 7300 8105 8336 8782 7761 8821
## 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1 9633 9889 9471 10438 10864 8442 10218
## 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1 10459 10930 11458 11929 11502 10667 10974
## 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1 12881 13586 14516 15403 14831 14933 15968
## 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1 16922 17296 18552 19906 19459 18522 18641
## 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1 19160 20903 22771 24850 24248 22251 22753
## 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1 24879 26506 27114 28606 28732 28498 29429
## 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1 32676 34975 35252 38697 40425 37132 37740
## 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1 45720 49310 48916 48611 49981 44457 51596
## 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1 50294 52783 61242 54735 52972 52050 52509
## 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1 56282 62538 61537 64399 62064 53601 60963
## 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1 66999 64553 64732 64030 57711 55018 64572
## 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1 69672 68900 69876 69239 61408 60975 57224
## 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1 85687 77266 76472 78761 78512 69921 78357
## 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1 83883 83341 86432 90632 90802 75809 89706
## 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1 95735 96551 97570 94372 92071 83809 90123
## 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1 97894 96424 93337 92605 86961 75083 83347
## 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1 86508 86052 85362 88600 82170 70589 80472
## 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1 86821 81484 79476 75829 74442 61267 72049
## 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1 78524 70496 73272 74383 66732 55342 63509
## 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1 67708 63371 62212 61871 55722 46790 54044
## 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1 55839 54366 53370 50129 45148 36470 43893
## 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1 49881 48648 48268 46963 45231 38310 46253
## 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1 50210 47638 50356 45674 45903 38073 44281
## 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1 47905 44879 44684 41100 30548 29163 38617
## 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1 45576 45882 46232 45209 44059 37975 44376
## 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1 44489 43082 41322 41810 38772 31118 36604
## 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1 35551 36595 36652 36011 32981 26567 32080
## 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1 31521 29373 30031 30254 27071 22065 26382
## 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1 24010 22890 25152 26624 24337 19556 23950
## 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1 24712 23067 22273 18732 20021 16432 20549
## 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1 21822 20035 19079 18177 16504 16375 18088
## 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1 20346 18139 0 36867 16311 12584 15968
## 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1 16946 15590 15158 15144 13788 10050 13816
## 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1 15244 14545 14256 14849 13203 9102 12689
## 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1 11666 18855 13082 13044 11436 8635 11039
## 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1 12899 12408 11713 12059 11831 9110 11067
## 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1 12923 9309 12143 12194 11649 9121 11610
## 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1 12881 13193 13993 14264 14199 10584 13742
## 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1 16738 16577 16488 16752 15510 12286 14989
## 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1 17407 16838 18284 18754 18599 15388 17921
## 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1 22854 23285 24882 25320 26291 24492 28903
## 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1 35871 39726 40953 43846 46951 40715 47262
## 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1 53476 59118 62258 62714 68020 56211 53480
## 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1 72330 81466 89129 93249 103558 96982 115736
## 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1 126789 131968 145384 152879 168912 161736 184372
## 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1 200739 217353 234692 261394 273802 259167 295158
## 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1 314644 332921 346786 349691 352991 323023 360927
## 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1 379308 386555 401993 392488 368060 357316 382146
## 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1 412431 414188 401078 403405 366494 329942 348421
## 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1 362727 343144 326098 311170 281386 263533 267334
## 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1 276110 259551 257299 240842 222315 196427 208921
## 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1 211298 186364 173790 165553 152734 127510 132788
## 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1 134154 132364 120529 114460 100636 86498 92596
## 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1 93463 92291 84332 80834 70421 60471 62224
## 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1 67208 62480 60753 58226 53449 42640 50848
## 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1 54069 51667 48698 50040 46148 37566 45951
## 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1 48786 46617 44111 43071 39796 34703 43733
## 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1 45892 43393 42766 41506 37154 32906 38865
## 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1 41733 38949 38079 41157 38164 30093 42015
## 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1 41383 35342 39097 39742 39361 29689 43654
## 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1 43509 44230 41649 41831 40134 30549 42625
## 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1 42982 44643 38628 39070 35499 28204 38353
## 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1 41195 40120 38667 36083 32937 25166 35178
## 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1 36401 36571 34457 30948 25072 25467 37593
## 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1 46164 44658 46759 45083 42909 30941 41965
## 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1 47092 45352 42618 42766 38948 31222 37875
## 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1 43263 34973 33376 28591 27254 25404 27176
## 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1 30570 34403 35662 30773 30256 26115 26964
## 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1 31923 31382 29616 28326 26041 18795 18870
## 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1 23529 26727 24354 22842 20799 18346 18833
## 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1 22431 21257 19740 18166 18132 14313 15823
## 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1 18987 16862 15981 14146 13596 13058 14623
## 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1 18454 15786 16326 15906 14306 12428 13451
## 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1 16156 14348 14313 12830 12514 10423 11903
## 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1 12885 12729 10929 10826 11478 10126 11466
## 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1 13091 12516 11850 11271 10229 8865 10197
## 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1 11919 11106 10302 10488 8488 7579 9283
## 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1 9119 10549 8318 8774 8309 6990 8954
## 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1 9765 9216 8603 0 17201 6822 8439
## 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1 9419 8402 7990 7877 7350 5784 6984
## 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1 7974 7447 0 7145 13644 5326 6317
## 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1 7495 6650 7189 6987 6531 6358 9195
## 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1 13154 16764 22775 27553 33750 37379 58097
## 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1 90928 117100 141986 159632 179723 168063 194720
## 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1 247417 264202 268833 271202 258089 238018 282970
## 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1 317532 347254 337704 333533 306064 255874 285914
## 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1 286384 251209 235532 234281 209918 167059 161386
## 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1 172433 149394 127952 107474 83876 67597 71365
## 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1 67084 58077 50407 44877 34113 27409 30615
## 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1 30757 25920 22270 19968 16051 13405 15102
## 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1 14148 13166 11499 10273 8013 6915 7554
## 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1 6561 6396 5921 5476 4362 3993 4575
## 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1 4184 4194 3614 3116 2503 2568 2876
## 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1 2539 2528 2075 1761 1549 1581 1778
## 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1 1938 1685 1660 1421 1270 1259 1233
## 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1 1225 1335 1260 1096 913 795 1086
## 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1 1033 1109 1150 1054 861 796 1088
## 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1 1007 949 975 1150 2183 1247 2067
## 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1 2380 2451 2527 2593 2541 11 5399
## 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1 3303 3377 3688 3324 3157 2568 3205
## 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1 3275 3545 3805 3451 3207 2288 2897
## 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1 2827 2841 2858 2487 2202 1569 1829
## 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1 2364 2259 2323 2226 2022 1675 2124
## 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1 2628 2710 2685 2828 2706 2338 2745
## 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1 3712 4041 3962 4270 4518 3714 5233
## 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1 7240 7584 8329 8582 8084 6594 8822
## 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1 12213 12847 13216 12899 12781 9923 12249
## 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1 13313 17336 15940 11739 17073 11793 14506
## 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1 18819 17070 17092 16103 16135 13086 16159
## 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1 18930 18815 18840 18257 16678 13615 16906
## 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1 20139 20038 20044 20528 16935 15528 18616
## 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1 23050 22337 21411 20279 16866 14830 18313
## 2022-07-27 2022-07-28
## 1 20557 0
##
## $Growth.Rate
## geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28 2020-01-29
## 1 INDIA NaN NaN NaN NaN NaN NaN
## 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04 2020-02-05
## 1 NA 0 NaN NA 1 0 NaN
## 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11 2020-02-12
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18 2020-02-19
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25 2020-02-26
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03 2020-03-04
## 1 NaN NaN NaN NaN NA 0 NA
## 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10 2020-03-11
## 1 0.08695652 0.5 3 1.666667 0.8 3.25 0.4615385
## 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17 2020-03-18
## 1 1.833333 0.8181818 2.222222 0.55 0.5454545 3.833333 0.6086957
## 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24 2020-03-25
## 1 2.714286 1.315789 1.72 0.7674419 1.560606 0.3592233 3.27027
## 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31 2020-04-01
## 1 0.5785124 2.285714 0.625 0.37 6.135135 0.6431718 4.116438
## 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07 2020-04-08
## 1 0.906822 0.0440367 21.45833 0.9825243 2.351779 0.4478992 1.135084
## 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14 2020-04-15
## 1 1.33719 1.07911 0.9713631 0.8950472 1.644269 0.8285256 0.8075435
## 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21 2020-04-22
## 1 1.326946 0.83213 1.4859 1.381752 0.4881141 1.667749 0.8371188
## 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 2020-04-29
## 1 1.323256 0.8512009 1.206469 0.9167142 0.9713752 1.199872 0.9279231
## 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05 2020-05-06
## 1 1.036249 1.329262 1.02005 1.149058 1.401283 0.7535605 1.210597
## 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12 2020-05-13
## 1 0.9378311 0.9940547 0.9309211 1.39833 0.8286239 0.9769892 1.067821
## 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19 2020-05-20
## 1 1.047568 0.9606799 1.284394 1.03824 0.9168317 1.327646 0.9033675
## 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26 2020-05-27
## 1 1.116153 1.059697 1.009287 1.073013 0.9017292 0.910976 1.24816
## 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02 2020-06-03
## 1 1.00096 1.110274 1.028501 1.053503 0.8837395 1.13658 1.092053
## 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09 2020-06-10
## 1 1.026575 0.9577308 1.102101 1.040812 0.7770619 1.210377 1.023586
## 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16 2020-06-17
## 1 1.045033 1.048307 1.041107 0.9642049 0.9274039 1.02878 1.173774
## 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23 2020-06-24
## 1 1.054732 1.068453 1.061105 0.9628644 1.006877 1.06931 1.059744
## 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30 2020-07-01
## 1 1.022101 1.072618 1.072984 0.9775445 0.9518475 1.006425 1.027842
## 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07 2020-07-08
## 1 1.090971 1.089365 1.0913 0.9757746 0.9176427 1.022561 1.093438
## 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14 2020-07-15
## 1 1.065397 1.022938 1.055027 1.004405 0.9918558 1.032669 1.110333
## 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21 2020-07-22
## 1 1.070357 1.00792 1.097725 1.044655 0.9185405 1.016374 1.211447
## 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28 2020-07-29
## 1 1.078521 0.9920097 0.9937648 1.028183 0.889478 1.160582 0.9747655
## 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04 2020-08-05
## 1 1.049489 1.16026 0.8937494 0.9677903 0.9825946 1.008818 1.071854
## 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11 2020-08-12
## 1 1.111155 0.9839937 1.046509 0.9637417 0.8636408 1.137348 1.099011
## 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18 2020-08-19
## 1 0.963492 1.002773 0.9891553 0.9013119 0.9533365 1.173652 1.078982
## 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25 2020-08-26
## 1 0.9889195 1.014165 0.9908839 0.886899 0.9929488 0.938483 1.497396
## 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01 2020-09-02
## 1 0.9017237 0.9897238 1.029933 0.9968385 0.8905772 1.12065 1.070523
## 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08 2020-09-09
## 1 0.9935386 1.037089 1.048593 1.001876 0.8348825 1.183316 1.067208
## 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15 2020-09-16
## 1 1.008524 1.010554 0.9672235 0.9756178 0.9102649 1.075338 1.086227
## 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22 2020-09-23
## 1 0.9849838 0.9679851 0.9921575 0.939053 0.86341 1.110065 1.037926
## 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29 2020-09-30
## 1 0.9947288 0.9919816 1.037933 0.9274266 0.8590605 1.140008 1.078897
## 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06 2020-10-07
## 1 0.9385287 0.9753571 0.9541119 0.9817088 0.8230166 1.175984 1.089869
## 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13 2020-10-14
## 1 0.8977637 1.039378 1.015163 0.8971405 0.8293173 1.147573 1.066117
## 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20 2020-10-21
## 1 0.9359455 0.9817109 0.9945187 0.9006158 0.8397042 1.155033 1.033214
## 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27 2020-10-28
## 1 0.9736206 0.9816797 0.939273 0.9006364 0.8077877 1.203537 1.136423
## 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03 2020-11-04
## 1 0.9752812 0.9921888 0.9729635 0.9631199 0.8469855 1.207335 1.085551
## 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10 2020-11-11
## 1 0.9487751 1.057055 0.907022 1.005014 0.8294229 1.163055 1.081841
## 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17 2020-11-18
## 1 0.9368333 0.995655 0.9197923 0.7432603 0.9546615 1.324178 1.180206
## 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24 2020-11-25
## 1 1.006714 1.007628 0.9778725 0.9745626 0.8619124 1.168558 1.002546
## 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01 2020-12-02
## 1 0.9683742 0.9591477 1.01181 0.927338 0.8025895 1.176297 0.9712327
## 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08 2020-12-09
## 1 1.029366 1.001558 0.9825112 0.915859 0.8055244 1.207513 0.9825748
## 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15 2020-12-16
## 1 0.931855 1.022402 1.007426 0.8947908 0.8150789 1.195649 0.9100902
## 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22 2020-12-23
## 1 0.9533528 1.09882 1.058524 0.9141001 0.8035501 1.224688 1.031816
## 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29 2020-12-30
## 1 0.9334331 0.9655785 0.8410183 1.068813 0.8207382 1.250548 1.061949
## 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05 2021-01-06
## 1 0.9181102 0.9522835 0.9527229 0.9079606 0.9921837 1.104611 1.124834
## 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12 2021-01-13
## 1 0.8915266 0 NA 0.4424282 0.7715039 1.268913 1.061247
## 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19 2021-01-20
## 1 0.9199811 0.9722899 0.9990764 0.9104596 0.7288947 1.374726 1.103358
## 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26 2021-01-27
## 1 0.9541459 0.9801306 1.041597 0.8891508 0.6893888 1.394089 0.919379
## 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02 2021-02-03
## 1 1.616235 0.6938213 0.9970952 0.8767249 0.7550717 1.278402 1.168494
## 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09 2021-02-10
## 1 0.961935 0.9439877 1.02954 0.981093 0.770011 1.214819 1.167706
## 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16 2021-02-17
## 1 0.7203436 1.304437 1.0042 0.9553059 0.7829857 1.272887 1.109475
## 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23 2021-02-24
## 1 1.024222 1.060638 1.019367 0.9954431 0.7454046 1.298375 1.218018
## 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02 2021-03-03
## 1 0.9903812 0.9946311 1.016012 0.9258596 0.7921341 1.220007 1.161318
## 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09 2021-03-10
## 1 0.967312 1.085877 1.025706 0.9917351 0.8273563 1.164609 1.275264
## 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16 2021-03-17
## 1 1.018859 1.068585 1.017603 1.038349 0.9315735 1.1801 1.241082
## 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23 2021-03-24
## 1 1.107468 1.030887 1.070642 1.070816 0.8671807 1.160801 1.13148
## 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30 2021-03-31
## 1 1.105505 1.053114 1.007324 1.084606 0.8263893 0.9514152 1.352468
## 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06 2021-04-07
## 1 1.12631 1.094064 1.046225 1.110553 0.9364994 1.193376 1.095502
## 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13 2021-04-14
## 1 1.040847 1.101661 1.051553 1.104874 0.9575163 1.139956 1.088772
## 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20 2021-04-21
## 1 1.082764 1.079773 1.113775 1.047469 0.946549 1.138872 1.066019
## 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27 2021-04-28
## 1 1.058088 1.041647 1.008377 1.009437 0.9151027 1.117341 1.050927
## 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04 2021-05-05
## 1 1.019106 1.039937 0.9763553 0.9377612 0.9708091 1.06949 1.07925
## 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11 2021-05-12
## 1 1.00426 0.9683477 1.005802 0.9085014 0.9002658 1.056007 1.04106
## 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18 2021-05-19
## 1 0.9460117 0.9503241 0.9542224 0.9042838 0.9365533 1.014423 1.032828
## 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25 2021-05-26
## 1 0.9400275 0.9913235 0.9360394 0.923074 0.8835526 1.063606 1.011378
## 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01 2021-06-02
## 1 0.881996 0.9325299 0.9526037 0.9225686 0.8348501 1.041393 1.010287
## 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08 2021-06-09
## 1 0.9866571 0.9105875 0.949647 0.8792242 0.8595135 1.070499 1.009363
## 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15 2021-06-16
## 1 0.9874603 0.9137619 0.9585211 0.8711804 0.8587069 1.028989 1.080098
## 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22 2021-06-23
## 1 0.9296512 0.9723592 0.9584053 0.9179576 0.7977698 1.192495 1.063346
## 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29 2021-06-30
## 1 0.9555753 0.9425359 1.027558 0.9222222 0.8140331 1.223207 1.061696
## 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06 2021-07-07
## 1 0.9555405 0.9462428 0.9764231 0.9239628 0.8720223 1.260208 1.049368
## 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13 2021-07-14
## 1 0.9455461 0.9855507 0.9705373 0.8951477 0.8856651 1.181092 1.073794
## 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20 2021-07-21
## 1 0.9332902 0.9776631 1.080832 0.9272785 0.788518 1.396172 0.9849578
## 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27 2021-07-28
## 1 0.8540222 1.106248 1.016497 0.9904132 0.7542745 1.470376 0.9966784
## 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03 2021-08-04
## 1 1.016571 0.9416459 1.00437 0.959432 0.7611751 1.395299 1.008375
## 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10 2021-08-11
## 1 1.038644 0.8652644 1.011442 0.9085999 0.7945013 1.359843 1.074101
## 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17 2021-08-18
## 1 0.9739046 0.9637836 0.933173 0.9128121 0.7640647 1.397838 1.034766
## 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24 2021-08-25
## 1 1.00467 0.9421946 0.8981629 0.8101331 1.015755 1.476146 1.227995
## 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31 2021-09-01
## 1 0.9673772 1.047046 0.9641566 0.9517778 0.7210842 1.356291 1.122173
## 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07 2021-09-08
## 1 0.963051 0.939716 1.003473 0.9107235 0.8016329 1.213087 1.142257
## 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14 2021-09-15
## 1 0.8083813 0.9543362 0.8566335 0.953237 0.9321201 1.069753 1.12489
## 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21 2021-09-22
## 1 1.125384 1.036596 0.8629073 0.9831996 0.8631346 1.03251 1.183912
## 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28 2021-09-29
## 1 0.983053 0.9437257 0.9564425 0.9193321 0.7217465 1.00399 1.2469
## 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05 2021-10-06
## 1 1.135917 0.9112134 0.9379157 0.9105595 0.8820616 1.026545 1.191048
## 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12 2021-10-13
## 1 0.9476617 0.9286353 0.9202634 0.9981284 0.7893779 1.105498 1.199962
## 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19 2021-10-20
## 1 0.8880813 0.9477523 0.8851761 0.9611198 0.9604295 1.11985 1.261985
## 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26 2021-10-27
## 1 0.8554243 1.034208 0.9742742 0.899409 0.8687264 1.082314 1.2011
## 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02 2021-11-03
## 1 0.8880911 0.9975606 0.8963879 0.9753702 0.8329071 1.141994 1.0825
## 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09 2021-11-10
## 1 0.9878929 0.8585906 0.9905755 1.060225 0.8822094 1.132333 1.141723
## 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16 2021-11-17
## 1 0.9560767 0.9467881 0.9511392 0.9075504 0.8666536 1.150254 1.168873
## 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23 2021-11-24
## 1 0.9317896 0.9276067 1.018055 0.8093059 0.8929076 1.224832 0.9823333
## 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30 2021-12-01
## 1 1.156815 0.7885108 1.054821 0.9470025 0.8412565 1.280973 1.090574
## 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07 2021-12-08
## 1 0.9437788 0.9334852 0 NA 0.3966048 1.237027 1.116128
## 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14 2021-12-15
## 1 0.8920268 0.9509641 0.9858573 0.9330964 0.7869388 1.207469 1.141753
## 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21 2021-12-22
## 1 0.9339102 0 NA 1.909587 0.3903547 1.186068 1.186481
## 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28 2021-12-29
## 1 0.8872582 1.081053 0.9719015 0.9347359 0.9735109 1.446209 1.43056
## 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04 2022-01-05
## 1 1.274441 1.358566 1.209791 1.224912 1.107526 1.554268 1.565107
## 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11 2022-01-12
## 1 1.287832 1.212519 1.12428 1.125858 0.9351224 1.158613 1.27063
## 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18 2022-01-19
## 1 1.067841 1.017528 1.008812 0.9516486 0.9222323 1.18886 1.12214
## 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25 2022-01-26
## 1 1.093603 0.9724985 0.9876489 0.9176423 0.8360147 1.117402 1.001644
## 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01 2022-02-02
## 1 0.8771754 0.9375938 0.9946886 0.8960095 0.7958298 0.9660419 1.068451
## 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08 2022-02-09
## 1 0.8663887 0.8564735 0.8399556 0.7804306 0.8059159 1.055742 0.9400126
## 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15 2022-02-16
## 1 0.8657355 0.8679339 0.890293 0.7601444 0.8034767 1.116969 1.004638
## 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22 2022-02-23
## 1 0.842735 0.8591821 0.8966322 0.8038361 0.8351505 1.126595 0.9368296
## 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01 2022-03-02
## 1 0.9305909 0.873386 0.893382 0.7800058 0.8629727 1.092408 0.8685465
## 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08 2022-03-09
## 1 0.9748514 0.9257348 0.9248438 0.7965668 0.9154058 1.145755 0.9145355
## 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15 2022-03-16
## 1 1.00239 0.8617072 0.8622025 0.8032734 1.025969 1.119938 0.8828234
## 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22 2022-03-23
## 1 0.9956676 0.820807 0.8486747 0.8796139 1.020658 1.124605 1.089989
## 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29 2022-03-30
## 1 0.869453 0.9851632 0.8560241 0.8937368 0.9913386 0.9793487 0.9935118
## 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05 2022-04-06
## 1 1.089796 0.9438202 0.8698413 0.8330292 0.8707558 1.366038 0.9511971
## 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12 2022-04-13
## 1 1.073572 1.03697 0.9165217 0.816888 0.9245064 1.366834 0.9255515
## 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19 2022-04-20
## 1 0.9424032 1.027397 1.179487 1.898261 0.5712322 1.657578 1.151427
## 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26 2022-04-27
## 1 1.029832 1.031008 1.026118 0.979946 0.004329004 490.8182 0.61178
## 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03 2022-05-04
## 1 1.022404 1.092094 0.9013015 0.9497593 0.8134305 1.248053 1.021841
## 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10 2022-05-11
## 1 1.082443 1.073343 0.9069645 0.9292959 0.7134394 1.266171 0.9758371
## 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17 2022-05-18
## 1 1.004952 1.005984 0.8701889 0.8854041 0.7125341 1.165711 1.29251
## 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24 2022-05-25
## 1 0.9555838 1.028331 0.9582437 0.9083558 0.8283877 1.26806 1.237288
## 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31 2022-06-01
## 1 1.031202 0.9907749 1.053259 0.95686 0.8640059 1.17408 1.352277
## 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07 2022-06-08
## 1 1.088631 0.9804504 1.077739 1.05808 0.8220452 1.408993 1.383528
## 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14 2022-06-15
## 1 1.047514 1.098233 1.030376 0.9419716 0.8156853 1.337883 1.38438
## 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21 2022-06-22
## 1 1.051912 1.028723 0.9760139 0.990852 0.7763868 1.234405 1.086864
## 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28 2022-06-29
## 1 1.302186 0.9194739 0.7364492 1.454383 0.6907398 1.230052 1.297325
## 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05 2022-07-06
## 1 0.907062 1.001289 0.9421367 1.001987 0.8110319 1.234831 1.171483
## 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12 2022-07-13
## 1 0.993925 1.001329 0.9690552 0.9135126 0.8163449 1.241719 1.191234
## 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19 2022-07-20
## 1 0.9949849 1.000299 1.024147 0.8249708 0.9169176 1.198867 1.238182
## 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26 2022-07-27
## 1 0.9690672 0.9585441 0.94713 0.8316978 0.8792838 1.234862 1.122536
## 2022-07-28 NA
## 1 0 NA
growth.rate(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## Processing... UNITED ARAB EMIRATES
## $Changes
## geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27
## 1 UNITED ARAB EMIRATES 0 0 0 0 0
## 2020-01-28 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03
## 1 0 4 0 0 0 1 0
## 2020-02-04 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10
## 1 0 0 0 0 2 0 1
## 2020-02-11 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17
## 1 0 0 0 0 0 1 0
## 2020-02-18 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24
## 1 0 0 0 0 4 0 0
## 2020-02-25 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02
## 1 0 0 0 6 2 0 0
## 2020-03-03 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09
## 1 6 0 2 0 16 0 0
## 2020-03-10 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16
## 1 29 0 11 0 0 13 0
## 2020-03-17 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23
## 1 0 15 27 0 13 0 45
## 2020-03-24 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30
## 1 50 85 0 72 63 102 41
## 2020-03-31 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06
## 1 53 150 210 240 241 294 277
## 2020-04-07 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13
## 1 283 300 331 370 376 387 398
## 2020-04-14 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20
## 1 412 432 460 477 0 479 484
## 2020-04-21 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27
## 1 490 483 518 525 532 536 490
## 2020-04-28 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04
## 1 541 549 552 557 561 564 567
## 2020-05-05 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11
## 1 462 546 502 553 624 781 680
## 2020-05-12 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18
## 1 783 725 698 747 796 731 832
## 2020-05-19 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25
## 1 873 941 894 994 812 781 822
## 2020-05-26 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01
## 1 779 883 563 638 726 661 635
## 2020-06-02 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08
## 1 596 571 659 624 626 540 568
## 2020-06-09 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15
## 1 528 603 479 513 491 304 342
## 2020-06-16 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22
## 1 346 382 388 393 388 392 378
## 2020-06-23 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29
## 1 380 450 430 410 387 437 449
## 2020-06-30 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06
## 1 421 402 400 672 716 683 528
## 2020-07-07 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13
## 1 532 445 532 473 403 401 344
## 2020-07-14 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20
## 1 375 275 281 293 289 211 271
## 2020-07-21 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27
## 1 305 236 254 261 313 351 264
## 2020-07-28 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03
## 1 369 375 302 283 254 239 164
## 2020-08-04 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10
## 1 189 254 239 216 239 225 179
## 2020-08-11 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17
## 1 262 246 277 330 283 210 229
## 2020-08-18 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24
## 1 365 435 461 391 424 390 275
## 2020-08-25 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31
## 1 339 399 491 390 427 362 541
## 2020-09-01 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07
## 1 574 735 614 612 705 513 470
## 2020-09-08 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14
## 1 644 883 930 931 1007 640 777
## 2020-09-15 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21
## 1 674 842 786 865 809 674 679
## 2020-09-22 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28
## 1 852 1083 1002 1008 1078 851 626
## 2020-09-29 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05
## 1 995 1100 1158 1181 1231 1041 932
## 2020-10-06 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12
## 1 1061 1046 1089 1075 1129 1096 1064
## 2020-10-13 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19
## 1 1315 1431 1398 1412 1538 1215 915
## 2020-10-20 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26
## 1 1077 1538 1578 1563 1491 1359 1111
## 2020-10-27 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02
## 1 1390 1400 1312 1172 1121 1278 1234
## 2020-11-03 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09
## 1 1008 1161 1289 1292 1141 1111 1146
## 2020-11-10 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16
## 1 1096 1214 1136 1226 1174 1210 1209
## 2020-11-17 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23
## 1 1255 1292 1153 1269 1262 1205 1065
## 2020-11-24 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30
## 1 1310 1297 1305 1283 1252 1251 1107
## 2020-12-01 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07
## 1 1289 1285 1317 1311 1214 1153 1148
## 2020-12-08 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14
## 1 1260 1313 1255 1196 1154 1194 1092
## 2020-12-15 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21
## 1 1226 1278 1321 1284 1254 1171 1077
## 2020-12-22 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28
## 1 1226 1246 1311 1230 1227 944 1027
## 2020-12-29 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04
## 1 1506 1723 1730 1856 1963 1590 1501
## 2021-01-05 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11
## 1 1967 2067 2988 2950 2998 2876 2404
## 2021-01-12 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18
## 1 3243 3362 3382 3407 3432 3453 3471
## 2021-01-19 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25
## 1 3491 3506 3529 3552 3566 3579 3591
## 2021-01-26 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01
## 1 3601 3939 3966 3962 3647 2948 2730
## 2021-02-02 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08
## 1 3310 3977 3249 3251 3276 3093 2798
## 2021-02-09 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15
## 1 3310 3539 3525 3307 2631 3167 3123
## 2021-02-16 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22
## 1 3236 3452 3294 3140 3158 2250 2105
## 2021-02-23 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01
## 1 3005 3102 3025 3498 3434 2930 2526
## 2021-03-02 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08
## 1 2721 2692 2742 3072 2959 2613 2483
## 2021-03-09 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15
## 1 2373 2204 2087 2250 2159 1992 1898
## 2021-03-16 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22
## 1 2018 2051 2101 2160 2013 1717 1871
## 2021-03-23 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29
## 1 2172 2196 2043 2128 2304 2128 1874
## 2021-03-30 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05
## 1 2289 2084 2315 2180 2084 2113 2012
## 2021-04-06 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12
## 1 1988 1883 2112 1875 1931 1810 1928
## 2021-04-13 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19
## 1 2022 1798 1928 1843 1958 1930 1803
## 2021-04-20 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26
## 1 1903 1931 2081 1973 2080 1813 1759
## 2021-04-27 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03
## 1 2094 1710 1961 1974 1712 1847 1772
## 2021-05-04 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10
## 1 1699 1954 1724 1766 1735 1572 1507
## 2021-05-11 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17
## 1 1614 1508 1512 1452 1321 1251 1229
## 2021-05-18 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24
## 1 1270 1348 1401 1490 1596 1591 1512
## 2021-05-25 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31
## 1 1672 1757 2167 2236 1812 1810 1763
## 2021-06-01 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07
## 1 1968 2154 1989 2062 2188 1874 1968
## 2021-06-08 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14
## 1 2205 2179 0 4471 2123 1969 1837
## 2021-06-15 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21
## 1 2127 2011 2167 1942 2109 1850 1964
## 2021-06-22 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28
## 1 2167 1988 2161 2223 2282 2122 2040
## 2021-06-29 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05
## 1 2184 1747 1675 1663 1632 1599 1573
## 2021-07-06 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12
## 1 1552 1513 1539 1529 1520 1518 1542
## 2021-07-13 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19
## 1 1522 1529 1541 1530 1565 1529 1508
## 2021-07-20 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26
## 1 1541 1506 1547 1521 1507 1528 1549
## 2021-07-27 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02
## 1 1539 1527 1550 1520 1537 1519 1537
## 2021-08-03 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09
## 1 1548 1519 1508 1520 1545 1410 1321
## 2021-08-10 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16
## 1 1334 1287 1260 1215 1206 1189 1109
## 2021-08-17 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23
## 1 1115 1089 1077 1070 1066 1076 1060
## 2021-08-24 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30
## 1 990 983 991 994 998 987 993
## 2021-08-31 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06
## 1 996 985 975 978 984 971 977
## 2021-09-07 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13
## 1 952 833 772 744 725 620 632
## 2021-09-14 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20
## 1 617 608 564 521 471 391 313
## 2021-09-21 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27
## 1 322 318 329 303 321 298 286
## 2021-09-28 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04
## 1 277 270 265 276 256 184 189
## 2021-10-05 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11
## 1 176 156 144 136 146 111 124
## 2021-10-12 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18
## 1 136 126 116 104 115 99 104
## 2021-10-19 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25
## 1 122 112 94 88 84 94 97
## 2021-10-26 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01
## 1 90 95 88 82 88 81 78
## 2021-11-02 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08
## 1 74 79 73 80 73 70 68
## 2021-11-09 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15
## 1 72 75 82 72 78 66 61
## 2021-11-16 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22
## 1 68 74 66 77 79 63 67
## 2021-11-23 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29
## 1 70 73 77 70 68 60 58
## 2021-11-30 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06
## 1 65 68 0 54 51 114 48
## 2021-12-07 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13
## 1 62 69 60 74 78 83 92
## 2021-12-14 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20
## 1 110 148 200 234 0 551 301
## 2021-12-21 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27
## 1 452 665 1002 1352 1621 1803 1732
## 2021-12-28 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03
## 1 1846 2234 2366 2426 2556 2600 2515
## 2022-01-04 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10
## 1 2581 2708 2687 2627 2655 2759 2562
## 2022-01-11 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17
## 1 2511 2616 2683 3068 3116 3067 2989
## 2022-01-18 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24
## 1 2792 2902 3014 2921 3020 2813 2629
## 2022-01-25 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31
## 1 2504 2369 2638 2545 2355 2291 2028
## 2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 1 2084 2163 2232 2114 1991 2015 1704
## 2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 1 1615 1538 1588 1474 1395 1266 1191
## 2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 1 930 957 895 882 790 725 651
## 2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 1 626 740 782 696 644 622 605
## 2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 1 478 519 502 447 558 407 386
## 2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 1 323 392 369 382 353 318 296
## 2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 1 280 318 386 331 367 347 338
## 2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 1 316 332 390 348 341 315 286
## 2022-03-29 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04
## 1 301 288 313 288 284 298 300
## 2022-04-05 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11
## 1 244 215 143 240 226 224 208
## 2022-04-12 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18
## 1 216 337 256 239 246 201 198
## 2022-04-19 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25
## 1 229 249 231 259 261 244 215
## 2022-04-26 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02
## 1 207 212 275 265 261 240 222
## 2022-05-03 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09
## 1 209 199 196 198 191 225 233
## 2022-05-10 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16
## 1 280 312 364 369 352 323 319
## 2022-05-17 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23
## 1 281 298 349 362 373 364 321
## 2022-05-24 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30
## 1 317 373 395 403 430 372 383
## 2022-05-31 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06
## 1 381 442 575 593 523 597 579
## 2022-06-07 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13
## 1 572 867 1031 1084 1179 1249 1319
## 2022-06-14 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20
## 1 1356 1395 1435 1433 1464 1489 1532
## 2022-06-21 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27
## 1 1556 1592 1621 1657 1692 1722 1744
## 2022-06-28 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04
## 1 1750 1769 1778 1788 1796 1812 1764
## 2022-07-05 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11
## 1 1732 1690 1688 1666 1609 1592 1584
## 2022-07-12 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18
## 1 1554 1522 1500 1489 1421 1409 1386
## 2022-07-19 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25
## 1 1378 1398 1388 1359 1332 1312 1298
## 2022-07-26 2022-07-27 2022-07-28
## 1 1257 1223 1257
##
## $Growth.Rate
## geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 UNITED ARAB EMIRATES NaN NaN NaN NaN NaN
## 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1 NA 0 NaN NaN NA 0 NaN
## 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1 NaN NaN NaN NA 0 NA 0
## 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1 NaN NaN NaN NaN NA 0 NaN
## 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1 NaN NaN NaN NA 0 NaN NaN
## 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1 NaN NaN NA 0.3333333 0 NaN NA
## 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1 0 NA 0 NA 0 NaN NA
## 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1 0 NA 0 NaN NA 0 NaN
## 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1 NA 1.8 0 NA 0 NA 1.111111
## 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1 1.7 0 NA 0.875 1.619048 0.4019608 1.292683
## 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1 2.830189 1.4 1.142857 1.004167 1.219917 0.9421769 1.021661
## 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1 1.060071 1.103333 1.117825 1.016216 1.029255 1.028424 1.035176
## 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1 1.048544 1.064815 1.036957 0 NA 1.010438 1.012397
## 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1 0.9857143 1.072464 1.013514 1.013333 1.007519 0.9141791 1.104082
## 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1 1.014787 1.005464 1.009058 1.007181 1.005348 1.005319 0.8148148
## 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1 1.181818 0.9194139 1.101594 1.128391 1.251603 0.8706786 1.151471
## 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1 0.9259259 0.9627586 1.070201 1.065596 0.9183417 1.138167 1.049279
## 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1 1.077892 0.9500531 1.111857 0.8169014 0.9618227 1.052497 0.9476886
## 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1 1.133504 0.6375991 1.133215 1.137931 0.9104683 0.9606657 0.9385827
## 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1 0.9580537 1.154116 0.9468892 1.003205 0.8626198 1.051852 0.9295775
## 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1 1.142045 0.7943615 1.070981 0.957115 0.6191446 1.125 1.011696
## 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1 1.104046 1.015707 1.012887 0.9872774 1.010309 0.9642857 1.005291
## 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1 1.184211 0.9555556 0.9534884 0.9439024 1.129199 1.02746 0.9376392
## 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1 0.9548694 0.9950249 1.68 1.065476 0.9539106 0.77306 1.007576
## 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1 0.8364662 1.195506 0.8890977 0.8520085 0.9950372 0.8578554 1.090116
## 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1 0.7333333 1.021818 1.042705 0.9863481 0.7301038 1.28436 1.125461
## 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1 0.7737705 1.076271 1.027559 1.199234 1.121406 0.7521368 1.397727
## 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1 1.01626 0.8053333 0.9370861 0.8975265 0.9409449 0.6861925 1.152439
## 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1 1.343915 0.9409449 0.9037657 1.106481 0.9414226 0.7955556 1.463687
## 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1 0.9389313 1.126016 1.191336 0.8575758 0.7420495 1.090476 1.593886
## 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1 1.191781 1.05977 0.8481562 1.084399 0.9198113 0.7051282 1.232727
## 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1 1.176991 1.230576 0.7942974 1.094872 0.8477752 1.494475 1.060998
## 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1 1.280488 0.8353741 0.9967427 1.151961 0.7276596 0.9161793 1.370213
## 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1 1.371118 1.053228 1.001075 1.081633 0.6355511 1.214063 0.8674389
## 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1 1.249258 0.9334917 1.100509 0.9352601 0.8331273 1.007418 1.254786
## 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1 1.271127 0.9252078 1.005988 1.069444 0.7894249 0.7356052 1.589457
## 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1 1.105528 1.052727 1.019862 1.042337 0.8456539 0.895293 1.138412
## 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1 0.9858624 1.041109 0.9871442 1.050233 0.9707706 0.9708029 1.235902
## 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1 1.088213 0.9769392 1.010014 1.089235 0.789987 0.7530864 1.177049
## 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1 1.428041 1.026008 0.9904943 0.9539347 0.9114688 0.8175129 1.251125
## 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1 1.007194 0.9371429 0.8932927 0.9564846 1.140054 0.9655712 0.8168558
## 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1 1.151786 1.11025 1.002327 0.8831269 0.9737073 1.031503 0.95637
## 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1 1.107664 0.9357496 1.079225 0.9575856 1.030664 0.9991736 1.038048
## 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1 1.029482 0.8924149 1.100607 0.9944838 0.9548336 0.8838174 1.230047
## 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1 0.9900763 1.006168 0.9831418 0.9758379 0.9992013 0.8848921 1.164408
## 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1 0.9968968 1.024903 0.9954442 0.9260107 0.9497529 0.9956635 1.097561
## 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1 1.042063 0.9558264 0.952988 0.9648829 1.034662 0.9145729 1.122711
## 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1 1.042414 1.033646 0.9719909 0.9766355 0.9338118 0.9197267 1.138347
## 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1 1.016313 1.052167 0.9382151 0.997561 0.7693562 1.087924 1.466407
## 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1 1.14409 1.004063 1.072832 1.057651 0.8099847 0.9440252 1.31046
## 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1 1.050839 1.445573 0.9872825 1.016271 0.9593062 0.8358832 1.349002
## 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1 1.036694 1.005949 1.007392 1.007338 1.006119 1.005213 1.005762
## 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1 1.004297 1.00656 1.006517 1.003941 1.003646 1.003353 1.002785
## 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1 1.093863 1.006855 0.9989914 0.9204947 0.8083356 0.9260516 1.212454
## 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1 1.201511 0.8169474 1.000616 1.00769 0.9441392 0.9046233 1.182988
## 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1 1.069184 0.9960441 0.938156 0.7955851 1.203725 0.9861067 1.036183
## 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1 1.066749 0.9542294 0.9532483 1.005732 0.7124763 0.9355556 1.427553
## 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1 1.03228 0.9751773 1.156364 0.9817038 0.8532324 0.862116 1.077197
## 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1 0.9893422 1.018574 1.12035 0.9632161 0.8830686 0.9502488 0.9556988
## 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1 0.9287821 0.9469147 1.078103 0.9595556 0.9226494 0.9528112 1.063224
## 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1 1.016353 1.024378 1.028082 0.9319444 0.8529558 1.089691 1.160877
## 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1 1.01105 0.9303279 1.041605 1.082707 0.9236111 0.8806391 1.221451
## 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1 0.9104412 1.110845 0.9416847 0.9559633 1.013916 0.9522007 0.9880716
## 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1 0.9471831 1.121614 0.8877841 1.029867 0.9373382 1.065193 1.048755
## 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1 0.8892186 1.072303 0.9559129 1.062398 0.9856997 0.9341969 1.055463
## 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1 1.014714 1.07768 0.9481019 1.054232 0.8716346 0.9702151 1.190449
## 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1 0.8166189 1.146784 1.006629 0.8672746 1.078855 0.9593936 0.9588036
## 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1 1.150088 0.8822927 1.024362 0.9824462 0.9060519 0.9586514 1.071002
## 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1 0.9343247 1.002653 0.9603175 0.9097796 0.9470098 0.9824141 1.03336
## 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1 1.061417 1.039318 1.063526 1.071141 0.9968672 0.9503457 1.10582
## 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1 1.050837 1.233352 1.031841 0.8103757 0.9988962 0.9740331 1.116279
## 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1 1.094512 0.9233983 1.036702 1.061106 0.8564899 1.05016 1.120427
## 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1 0.9882086 0 NA 0.4748378 0.9274611 0.9329609 1.157866
## 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1 0.9454631 1.077573 0.8961698 1.085994 0.877193 1.061622 1.10336
## 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1 0.9173973 1.087022 1.02869 1.026541 0.9298861 0.9613572 1.070588
## 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1 0.7999084 0.9587865 0.9928358 0.981359 0.9797794 0.9837398 0.9866497
## 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1 0.9748711 1.017184 0.9935023 0.9941138 0.9986842 1.01581 0.9870298
## 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1 1.004599 1.007848 0.9928618 1.022876 0.9769968 0.9862655 1.021883
## 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1 0.9772875 1.027224 0.9831933 0.9907955 1.013935 1.013743 0.9935442
## 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1 0.9922027 1.015062 0.9806452 1.011184 0.9882889 1.01185 1.007157
## 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1 0.9812661 0.9927584 1.007958 1.016447 0.9126214 0.9368794 1.009841
## 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1 0.9647676 0.979021 0.9642857 0.9925926 0.9859038 0.9327166 1.00541
## 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1 0.9766816 0.9889807 0.9935005 0.9962617 1.009381 0.9851301 0.9339623
## 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1 0.9929293 1.008138 1.003027 1.004024 0.988978 1.006079 1.003021
## 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1 0.9889558 0.9898477 1.003077 1.006135 0.9867886 1.006179 0.9744115
## 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1 0.875 0.9267707 0.9637306 0.9744624 0.8551724 1.019355 0.9762658
## 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1 0.9854133 0.9276316 0.9237589 0.9040307 0.8301486 0.8005115 1.028754
## 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1 0.9875776 1.034591 0.9209726 1.059406 0.9283489 0.9597315 0.9685315
## 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1 0.9747292 0.9814815 1.041509 0.9275362 0.71875 1.027174 0.9312169
## 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1 0.8863636 0.9230769 0.9444444 1.073529 0.760274 1.117117 1.096774
## 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1 0.9264706 0.9206349 0.8965517 1.105769 0.8608696 1.050505 1.173077
## 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1 0.9180328 0.8392857 0.9361702 0.9545455 1.119048 1.031915 0.9278351
## 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1 1.055556 0.9263158 0.9318182 1.073171 0.9204545 0.962963 0.9487179
## 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1 1.067568 0.9240506 1.09589 0.9125 0.9589041 0.9714286 1.058824
## 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1 1.041667 1.093333 0.8780488 1.083333 0.8461538 0.9242424 1.114754
## 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1 1.088235 0.8918919 1.166667 1.025974 0.7974684 1.063492 1.044776
## 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1 1.042857 1.054795 0.9090909 0.9714286 0.8823529 0.9666667 1.12069
## 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1 1.046154 0 NA 0.9444444 2.235294 0.4210526 1.291667
## 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1 1.112903 0.8695652 1.233333 1.054054 1.064103 1.108434 1.195652
## 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1 1.345455 1.351351 1.17 0 NA 0.5462795 1.501661
## 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1 1.471239 1.506767 1.349301 1.198964 1.112276 0.9606212 1.06582
## 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1 1.210184 1.059087 1.025359 1.053586 1.017214 0.9673077 1.026243
## 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1 1.049206 0.9922452 0.9776703 1.010659 1.039171 0.9285973 0.9800937
## 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1 1.041816 1.025612 1.143496 1.015645 0.9842747 0.974568 0.9340917
## 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1 1.039398 1.038594 0.969144 1.033893 0.931457 0.9345894 0.9524534
## 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1 0.9460863 1.11355 0.964746 0.9253438 0.9728238 0.885203 1.027613
## 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1 1.037908 1.0319 0.9471326 0.9418165 1.012054 0.8456576 0.94777
## 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1 0.952322 1.03251 0.9282116 0.9464043 0.9075269 0.9407583 0.7808564
## 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1 1.029032 0.9352142 0.9854749 0.8956916 0.9177215 0.897931 0.9615975
## 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1 1.182109 1.056757 0.8900256 0.9252874 0.9658385 0.9726688 0.7900826
## 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1 1.085774 0.9672447 0.8904382 1.248322 0.7293907 0.9484029 0.8367876
## 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1 1.213622 0.9413265 1.03523 0.9240838 0.9008499 0.9308176 0.9459459
## 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1 1.135714 1.213836 0.857513 1.108761 0.9455041 0.9740634 0.9349112
## 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1 1.050633 1.174699 0.8923077 0.9798851 0.9237537 0.9079365 1.052448
## 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1 0.9568106 1.086806 0.9201278 0.9861111 1.049296 1.006711 0.8133333
## 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1 0.8811475 0.6651163 1.678322 0.9416667 0.9911504 0.9285714 1.038462
## 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1 1.560185 0.7596439 0.9335938 1.029289 0.8170732 0.9850746 1.156566
## 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1 1.087336 0.9277108 1.121212 1.007722 0.9348659 0.8811475 0.9627907
## 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1 1.024155 1.29717 0.9636364 0.9849057 0.9195402 0.925 0.9414414
## 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1 0.9521531 0.9849246 1.010204 0.9646465 1.17801 1.035556 1.201717
## 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1 1.114286 1.166667 1.013736 0.9539295 0.9176136 0.9876161 0.8808777
## 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1 1.060498 1.171141 1.037249 1.030387 0.9758713 0.8818681 0.9875389
## 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1 1.176656 1.058981 1.020253 1.066998 0.8651163 1.02957 0.9947781
## 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1 1.160105 1.300905 1.031304 0.8819562 1.141491 0.9698492 0.9879102
## 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1 1.515734 1.189158 1.051406 1.087638 1.059372 1.056045 1.028052
## 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1 1.028761 1.028674 0.9986063 1.021633 1.017077 1.028878 1.015666
## 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1 1.023136 1.018216 1.022209 1.021123 1.01773 1.012776 1.00344
## 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1 1.010857 1.005088 1.005624 1.004474 1.008909 0.9735099 0.9818594
## 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1 0.9757506 0.9988166 0.9869668 0.9657863 0.9894344 0.9949749 0.9810606
## 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1 0.979408 0.9855453 0.9926667 0.9543318 0.9915552 0.9836764 0.994228
## 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1 1.014514 0.9928469 0.9791066 0.9801325 0.984985 0.9893293 0.9684129
## 2022-07-27 2022-07-28 NA
## 1 0.9729515 1.0278 NA
totals.plt(total_cases)
## Loading required package: plotly
## Loading required package: ggplot2
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
totals.plt(total_cases,'India')
## A line object has been specified, but lines is not in the mode
## Adding lines to the mode...
totals.plt(total_cases,'UNITED ARAB EMIRATES')
## A line object has been specified, but lines is not in the mode
## Adding lines to the mode...
live.map(total_cases)
## Warning: Ignoring 2 observations
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning: Ignoring 2 observations
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning: `line.width` does not currently support multiple values.
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
growth.rate(confirmed_case,geo.loc='india')
## Processing... INDIA
## $Changes
## geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 INDIA 0 0 0 0 0 0
## 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1 0 1 0 0 1 1 0
## 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1 0 0 0 0 0 0 0
## 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1 0 0 0 0 0 0 0
## 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1 0 0 0 0 0 0 0
## 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1 0 0 0 0 0 2 0
## 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1 23 2 1 3 5 4 13
## 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1 6 11 9 20 11 6 23
## 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1 14 38 50 86 66 103 37
## 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1 121 70 160 100 37 227 146
## 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1 601 545 24 515 506 1190 533
## 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1 605 809 873 848 759 1248 1034
## 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1 835 1108 922 1370 1893 924 1541
## 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1 1290 1707 1453 1753 1607 1561 1873
## 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1 1738 1801 2394 2442 2806 3932 2963
## 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1 3587 3364 3344 3113 4353 3607 3524
## 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1 3763 3942 3787 4864 5050 4630 6147
## 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1 5553 6198 6568 6629 7113 6414 5843
## 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1 7293 7300 8105 8336 8782 7761 8821
## 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1 9633 9889 9471 10438 10864 8442 10218
## 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1 10459 10930 11458 11929 11502 10667 10974
## 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1 12881 13586 14516 15403 14831 14933 15968
## 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1 16922 17296 18552 19906 19459 18522 18641
## 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1 19160 20903 22771 24850 24248 22251 22753
## 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1 24879 26506 27114 28606 28732 28498 29429
## 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1 32676 34975 35252 38697 40425 37132 37740
## 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1 45720 49310 48916 48611 49981 44457 51596
## 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1 50294 52783 61242 54735 52972 52050 52509
## 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1 56282 62538 61537 64399 62064 53601 60963
## 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1 66999 64553 64732 64030 57711 55018 64572
## 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1 69672 68900 69876 69239 61408 60975 57224
## 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1 85687 77266 76472 78761 78512 69921 78357
## 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1 83883 83341 86432 90632 90802 75809 89706
## 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1 95735 96551 97570 94372 92071 83809 90123
## 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1 97894 96424 93337 92605 86961 75083 83347
## 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1 86508 86052 85362 88600 82170 70589 80472
## 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1 86821 81484 79476 75829 74442 61267 72049
## 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1 78524 70496 73272 74383 66732 55342 63509
## 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1 67708 63371 62212 61871 55722 46790 54044
## 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1 55839 54366 53370 50129 45148 36470 43893
## 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1 49881 48648 48268 46963 45231 38310 46253
## 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1 50210 47638 50356 45674 45903 38073 44281
## 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1 47905 44879 44684 41100 30548 29163 38617
## 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1 45576 45882 46232 45209 44059 37975 44376
## 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1 44489 43082 41322 41810 38772 31118 36604
## 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1 35551 36595 36652 36011 32981 26567 32080
## 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1 31521 29373 30031 30254 27071 22065 26382
## 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1 24010 22890 25152 26624 24337 19556 23950
## 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1 24712 23067 22273 18732 20021 16432 20549
## 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1 21822 20035 19079 18177 16504 16375 18088
## 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1 20346 18139 0 36867 16311 12584 15968
## 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1 16946 15590 15158 15144 13788 10050 13816
## 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1 15244 14545 14256 14849 13203 9102 12689
## 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1 11666 18855 13082 13044 11436 8635 11039
## 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1 12899 12408 11713 12059 11831 9110 11067
## 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1 12923 9309 12143 12194 11649 9121 11610
## 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1 12881 13193 13993 14264 14199 10584 13742
## 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1 16738 16577 16488 16752 15510 12286 14989
## 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1 17407 16838 18284 18754 18599 15388 17921
## 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1 22854 23285 24882 25320 26291 24492 28903
## 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1 35871 39726 40953 43846 46951 40715 47262
## 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1 53476 59118 62258 62714 68020 56211 53480
## 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1 72330 81466 89129 93249 103558 96982 115736
## 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1 126789 131968 145384 152879 168912 161736 184372
## 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1 200739 217353 234692 261394 273802 259167 295158
## 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1 314644 332921 346786 349691 352991 323023 360927
## 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1 379308 386555 401993 392488 368060 357316 382146
## 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1 412431 414188 401078 403405 366494 329942 348421
## 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1 362727 343144 326098 311170 281386 263533 267334
## 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1 276110 259551 257299 240842 222315 196427 208921
## 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1 211298 186364 173790 165553 152734 127510 132788
## 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1 134154 132364 120529 114460 100636 86498 92596
## 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1 93463 92291 84332 80834 70421 60471 62224
## 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1 67208 62480 60753 58226 53449 42640 50848
## 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1 54069 51667 48698 50040 46148 37566 45951
## 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1 48786 46617 44111 43071 39796 34703 43733
## 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1 45892 43393 42766 41506 37154 32906 38865
## 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1 41733 38949 38079 41157 38164 30093 42015
## 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1 41383 35342 39097 39742 39361 29689 43654
## 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1 43509 44230 41649 41831 40134 30549 42625
## 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1 42982 44643 38628 39070 35499 28204 38353
## 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1 41195 40120 38667 36083 32937 25166 35178
## 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1 36401 36571 34457 30948 25072 25467 37593
## 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1 46164 44658 46759 45083 42909 30941 41965
## 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1 47092 45352 42618 42766 38948 31222 37875
## 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1 43263 34973 33376 28591 27254 25404 27176
## 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1 30570 34403 35662 30773 30256 26115 26964
## 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1 31923 31382 29616 28326 26041 18795 18870
## 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1 23529 26727 24354 22842 20799 18346 18833
## 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1 22431 21257 19740 18166 18132 14313 15823
## 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1 18987 16862 15981 14146 13596 13058 14623
## 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1 18454 15786 16326 15906 14306 12428 13451
## 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1 16156 14348 14313 12830 12514 10423 11903
## 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1 12885 12729 10929 10826 11478 10126 11466
## 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1 13091 12516 11850 11271 10229 8865 10197
## 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1 11919 11106 10302 10488 8488 7579 9283
## 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1 9119 10549 8318 8774 8309 6990 8954
## 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1 9765 9216 8603 0 17201 6822 8439
## 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1 9419 8402 7990 7877 7350 5784 6984
## 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1 7974 7447 0 7145 13644 5326 6317
## 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1 7495 6650 7189 6987 6531 6358 9195
## 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1 13154 16764 22775 27553 33750 37379 58097
## 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1 90928 117100 141986 159632 179723 168063 194720
## 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1 247417 264202 268833 271202 258089 238018 282970
## 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1 317532 347254 337704 333533 306064 255874 285914
## 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1 286384 251209 235532 234281 209918 167059 161386
## 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1 172433 149394 127952 107474 83876 67597 71365
## 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1 67084 58077 50407 44877 34113 27409 30615
## 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1 30757 25920 22270 19968 16051 13405 15102
## 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1 14148 13166 11499 10273 8013 6915 7554
## 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1 6561 6396 5921 5476 4362 3993 4575
## 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1 4184 4194 3614 3116 2503 2568 2876
## 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1 2539 2528 2075 1761 1549 1581 1778
## 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1 1938 1685 1660 1421 1270 1259 1233
## 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1 1225 1335 1260 1096 913 795 1086
## 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1 1033 1109 1150 1054 861 796 1088
## 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1 1007 949 975 1150 2183 1247 2067
## 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1 2380 2451 2527 2593 2541 11 5399
## 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1 3303 3377 3688 3324 3157 2568 3205
## 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1 3275 3545 3805 3451 3207 2288 2897
## 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1 2827 2841 2858 2487 2202 1569 1829
## 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1 2364 2259 2323 2226 2022 1675 2124
## 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1 2628 2710 2685 2828 2706 2338 2745
## 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1 3712 4041 3962 4270 4518 3714 5233
## 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1 7240 7584 8329 8582 8084 6594 8822
## 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1 12213 12847 13216 12899 12781 9923 12249
## 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1 13313 17336 15940 11739 17073 11793 14506
## 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1 18819 17070 17092 16103 16135 13086 16159
## 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1 18930 18815 18840 18257 16678 13615 16906
## 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1 20139 20038 20044 20528 16935 15528 18616
## 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1 23050 22337 21411 20279 16866 14830 18313
## 2022-07-27 2022-07-28
## 1 20557 0
##
## $Growth.Rate
## geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28 2020-01-29
## 1 INDIA NaN NaN NaN NaN NaN NaN
## 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04 2020-02-05
## 1 NA 0 NaN NA 1 0 NaN
## 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11 2020-02-12
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18 2020-02-19
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25 2020-02-26
## 1 NaN NaN NaN NaN NaN NaN NaN
## 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03 2020-03-04
## 1 NaN NaN NaN NaN NA 0 NA
## 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10 2020-03-11
## 1 0.08695652 0.5 3 1.666667 0.8 3.25 0.4615385
## 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17 2020-03-18
## 1 1.833333 0.8181818 2.222222 0.55 0.5454545 3.833333 0.6086957
## 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24 2020-03-25
## 1 2.714286 1.315789 1.72 0.7674419 1.560606 0.3592233 3.27027
## 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31 2020-04-01
## 1 0.5785124 2.285714 0.625 0.37 6.135135 0.6431718 4.116438
## 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07 2020-04-08
## 1 0.906822 0.0440367 21.45833 0.9825243 2.351779 0.4478992 1.135084
## 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14 2020-04-15
## 1 1.33719 1.07911 0.9713631 0.8950472 1.644269 0.8285256 0.8075435
## 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21 2020-04-22
## 1 1.326946 0.83213 1.4859 1.381752 0.4881141 1.667749 0.8371188
## 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 2020-04-29
## 1 1.323256 0.8512009 1.206469 0.9167142 0.9713752 1.199872 0.9279231
## 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05 2020-05-06
## 1 1.036249 1.329262 1.02005 1.149058 1.401283 0.7535605 1.210597
## 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12 2020-05-13
## 1 0.9378311 0.9940547 0.9309211 1.39833 0.8286239 0.9769892 1.067821
## 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19 2020-05-20
## 1 1.047568 0.9606799 1.284394 1.03824 0.9168317 1.327646 0.9033675
## 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26 2020-05-27
## 1 1.116153 1.059697 1.009287 1.073013 0.9017292 0.910976 1.24816
## 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02 2020-06-03
## 1 1.00096 1.110274 1.028501 1.053503 0.8837395 1.13658 1.092053
## 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09 2020-06-10
## 1 1.026575 0.9577308 1.102101 1.040812 0.7770619 1.210377 1.023586
## 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16 2020-06-17
## 1 1.045033 1.048307 1.041107 0.9642049 0.9274039 1.02878 1.173774
## 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23 2020-06-24
## 1 1.054732 1.068453 1.061105 0.9628644 1.006877 1.06931 1.059744
## 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30 2020-07-01
## 1 1.022101 1.072618 1.072984 0.9775445 0.9518475 1.006425 1.027842
## 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07 2020-07-08
## 1 1.090971 1.089365 1.0913 0.9757746 0.9176427 1.022561 1.093438
## 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14 2020-07-15
## 1 1.065397 1.022938 1.055027 1.004405 0.9918558 1.032669 1.110333
## 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21 2020-07-22
## 1 1.070357 1.00792 1.097725 1.044655 0.9185405 1.016374 1.211447
## 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28 2020-07-29
## 1 1.078521 0.9920097 0.9937648 1.028183 0.889478 1.160582 0.9747655
## 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04 2020-08-05
## 1 1.049489 1.16026 0.8937494 0.9677903 0.9825946 1.008818 1.071854
## 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11 2020-08-12
## 1 1.111155 0.9839937 1.046509 0.9637417 0.8636408 1.137348 1.099011
## 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18 2020-08-19
## 1 0.963492 1.002773 0.9891553 0.9013119 0.9533365 1.173652 1.078982
## 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25 2020-08-26
## 1 0.9889195 1.014165 0.9908839 0.886899 0.9929488 0.938483 1.497396
## 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01 2020-09-02
## 1 0.9017237 0.9897238 1.029933 0.9968385 0.8905772 1.12065 1.070523
## 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08 2020-09-09
## 1 0.9935386 1.037089 1.048593 1.001876 0.8348825 1.183316 1.067208
## 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15 2020-09-16
## 1 1.008524 1.010554 0.9672235 0.9756178 0.9102649 1.075338 1.086227
## 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22 2020-09-23
## 1 0.9849838 0.9679851 0.9921575 0.939053 0.86341 1.110065 1.037926
## 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29 2020-09-30
## 1 0.9947288 0.9919816 1.037933 0.9274266 0.8590605 1.140008 1.078897
## 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06 2020-10-07
## 1 0.9385287 0.9753571 0.9541119 0.9817088 0.8230166 1.175984 1.089869
## 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13 2020-10-14
## 1 0.8977637 1.039378 1.015163 0.8971405 0.8293173 1.147573 1.066117
## 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20 2020-10-21
## 1 0.9359455 0.9817109 0.9945187 0.9006158 0.8397042 1.155033 1.033214
## 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27 2020-10-28
## 1 0.9736206 0.9816797 0.939273 0.9006364 0.8077877 1.203537 1.136423
## 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03 2020-11-04
## 1 0.9752812 0.9921888 0.9729635 0.9631199 0.8469855 1.207335 1.085551
## 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10 2020-11-11
## 1 0.9487751 1.057055 0.907022 1.005014 0.8294229 1.163055 1.081841
## 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17 2020-11-18
## 1 0.9368333 0.995655 0.9197923 0.7432603 0.9546615 1.324178 1.180206
## 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24 2020-11-25
## 1 1.006714 1.007628 0.9778725 0.9745626 0.8619124 1.168558 1.002546
## 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01 2020-12-02
## 1 0.9683742 0.9591477 1.01181 0.927338 0.8025895 1.176297 0.9712327
## 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08 2020-12-09
## 1 1.029366 1.001558 0.9825112 0.915859 0.8055244 1.207513 0.9825748
## 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15 2020-12-16
## 1 0.931855 1.022402 1.007426 0.8947908 0.8150789 1.195649 0.9100902
## 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22 2020-12-23
## 1 0.9533528 1.09882 1.058524 0.9141001 0.8035501 1.224688 1.031816
## 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29 2020-12-30
## 1 0.9334331 0.9655785 0.8410183 1.068813 0.8207382 1.250548 1.061949
## 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05 2021-01-06
## 1 0.9181102 0.9522835 0.9527229 0.9079606 0.9921837 1.104611 1.124834
## 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12 2021-01-13
## 1 0.8915266 0 NA 0.4424282 0.7715039 1.268913 1.061247
## 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19 2021-01-20
## 1 0.9199811 0.9722899 0.9990764 0.9104596 0.7288947 1.374726 1.103358
## 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26 2021-01-27
## 1 0.9541459 0.9801306 1.041597 0.8891508 0.6893888 1.394089 0.919379
## 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02 2021-02-03
## 1 1.616235 0.6938213 0.9970952 0.8767249 0.7550717 1.278402 1.168494
## 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09 2021-02-10
## 1 0.961935 0.9439877 1.02954 0.981093 0.770011 1.214819 1.167706
## 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16 2021-02-17
## 1 0.7203436 1.304437 1.0042 0.9553059 0.7829857 1.272887 1.109475
## 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23 2021-02-24
## 1 1.024222 1.060638 1.019367 0.9954431 0.7454046 1.298375 1.218018
## 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02 2021-03-03
## 1 0.9903812 0.9946311 1.016012 0.9258596 0.7921341 1.220007 1.161318
## 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09 2021-03-10
## 1 0.967312 1.085877 1.025706 0.9917351 0.8273563 1.164609 1.275264
## 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16 2021-03-17
## 1 1.018859 1.068585 1.017603 1.038349 0.9315735 1.1801 1.241082
## 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23 2021-03-24
## 1 1.107468 1.030887 1.070642 1.070816 0.8671807 1.160801 1.13148
## 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30 2021-03-31
## 1 1.105505 1.053114 1.007324 1.084606 0.8263893 0.9514152 1.352468
## 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06 2021-04-07
## 1 1.12631 1.094064 1.046225 1.110553 0.9364994 1.193376 1.095502
## 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13 2021-04-14
## 1 1.040847 1.101661 1.051553 1.104874 0.9575163 1.139956 1.088772
## 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20 2021-04-21
## 1 1.082764 1.079773 1.113775 1.047469 0.946549 1.138872 1.066019
## 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27 2021-04-28
## 1 1.058088 1.041647 1.008377 1.009437 0.9151027 1.117341 1.050927
## 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04 2021-05-05
## 1 1.019106 1.039937 0.9763553 0.9377612 0.9708091 1.06949 1.07925
## 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11 2021-05-12
## 1 1.00426 0.9683477 1.005802 0.9085014 0.9002658 1.056007 1.04106
## 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18 2021-05-19
## 1 0.9460117 0.9503241 0.9542224 0.9042838 0.9365533 1.014423 1.032828
## 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25 2021-05-26
## 1 0.9400275 0.9913235 0.9360394 0.923074 0.8835526 1.063606 1.011378
## 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01 2021-06-02
## 1 0.881996 0.9325299 0.9526037 0.9225686 0.8348501 1.041393 1.010287
## 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08 2021-06-09
## 1 0.9866571 0.9105875 0.949647 0.8792242 0.8595135 1.070499 1.009363
## 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15 2021-06-16
## 1 0.9874603 0.9137619 0.9585211 0.8711804 0.8587069 1.028989 1.080098
## 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22 2021-06-23
## 1 0.9296512 0.9723592 0.9584053 0.9179576 0.7977698 1.192495 1.063346
## 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29 2021-06-30
## 1 0.9555753 0.9425359 1.027558 0.9222222 0.8140331 1.223207 1.061696
## 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06 2021-07-07
## 1 0.9555405 0.9462428 0.9764231 0.9239628 0.8720223 1.260208 1.049368
## 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13 2021-07-14
## 1 0.9455461 0.9855507 0.9705373 0.8951477 0.8856651 1.181092 1.073794
## 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20 2021-07-21
## 1 0.9332902 0.9776631 1.080832 0.9272785 0.788518 1.396172 0.9849578
## 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27 2021-07-28
## 1 0.8540222 1.106248 1.016497 0.9904132 0.7542745 1.470376 0.9966784
## 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03 2021-08-04
## 1 1.016571 0.9416459 1.00437 0.959432 0.7611751 1.395299 1.008375
## 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10 2021-08-11
## 1 1.038644 0.8652644 1.011442 0.9085999 0.7945013 1.359843 1.074101
## 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17 2021-08-18
## 1 0.9739046 0.9637836 0.933173 0.9128121 0.7640647 1.397838 1.034766
## 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24 2021-08-25
## 1 1.00467 0.9421946 0.8981629 0.8101331 1.015755 1.476146 1.227995
## 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31 2021-09-01
## 1 0.9673772 1.047046 0.9641566 0.9517778 0.7210842 1.356291 1.122173
## 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07 2021-09-08
## 1 0.963051 0.939716 1.003473 0.9107235 0.8016329 1.213087 1.142257
## 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14 2021-09-15
## 1 0.8083813 0.9543362 0.8566335 0.953237 0.9321201 1.069753 1.12489
## 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21 2021-09-22
## 1 1.125384 1.036596 0.8629073 0.9831996 0.8631346 1.03251 1.183912
## 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28 2021-09-29
## 1 0.983053 0.9437257 0.9564425 0.9193321 0.7217465 1.00399 1.2469
## 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05 2021-10-06
## 1 1.135917 0.9112134 0.9379157 0.9105595 0.8820616 1.026545 1.191048
## 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12 2021-10-13
## 1 0.9476617 0.9286353 0.9202634 0.9981284 0.7893779 1.105498 1.199962
## 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19 2021-10-20
## 1 0.8880813 0.9477523 0.8851761 0.9611198 0.9604295 1.11985 1.261985
## 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26 2021-10-27
## 1 0.8554243 1.034208 0.9742742 0.899409 0.8687264 1.082314 1.2011
## 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02 2021-11-03
## 1 0.8880911 0.9975606 0.8963879 0.9753702 0.8329071 1.141994 1.0825
## 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09 2021-11-10
## 1 0.9878929 0.8585906 0.9905755 1.060225 0.8822094 1.132333 1.141723
## 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16 2021-11-17
## 1 0.9560767 0.9467881 0.9511392 0.9075504 0.8666536 1.150254 1.168873
## 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23 2021-11-24
## 1 0.9317896 0.9276067 1.018055 0.8093059 0.8929076 1.224832 0.9823333
## 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30 2021-12-01
## 1 1.156815 0.7885108 1.054821 0.9470025 0.8412565 1.280973 1.090574
## 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07 2021-12-08
## 1 0.9437788 0.9334852 0 NA 0.3966048 1.237027 1.116128
## 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14 2021-12-15
## 1 0.8920268 0.9509641 0.9858573 0.9330964 0.7869388 1.207469 1.141753
## 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21 2021-12-22
## 1 0.9339102 0 NA 1.909587 0.3903547 1.186068 1.186481
## 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28 2021-12-29
## 1 0.8872582 1.081053 0.9719015 0.9347359 0.9735109 1.446209 1.43056
## 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04 2022-01-05
## 1 1.274441 1.358566 1.209791 1.224912 1.107526 1.554268 1.565107
## 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11 2022-01-12
## 1 1.287832 1.212519 1.12428 1.125858 0.9351224 1.158613 1.27063
## 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18 2022-01-19
## 1 1.067841 1.017528 1.008812 0.9516486 0.9222323 1.18886 1.12214
## 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25 2022-01-26
## 1 1.093603 0.9724985 0.9876489 0.9176423 0.8360147 1.117402 1.001644
## 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01 2022-02-02
## 1 0.8771754 0.9375938 0.9946886 0.8960095 0.7958298 0.9660419 1.068451
## 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08 2022-02-09
## 1 0.8663887 0.8564735 0.8399556 0.7804306 0.8059159 1.055742 0.9400126
## 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15 2022-02-16
## 1 0.8657355 0.8679339 0.890293 0.7601444 0.8034767 1.116969 1.004638
## 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22 2022-02-23
## 1 0.842735 0.8591821 0.8966322 0.8038361 0.8351505 1.126595 0.9368296
## 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01 2022-03-02
## 1 0.9305909 0.873386 0.893382 0.7800058 0.8629727 1.092408 0.8685465
## 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08 2022-03-09
## 1 0.9748514 0.9257348 0.9248438 0.7965668 0.9154058 1.145755 0.9145355
## 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15 2022-03-16
## 1 1.00239 0.8617072 0.8622025 0.8032734 1.025969 1.119938 0.8828234
## 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22 2022-03-23
## 1 0.9956676 0.820807 0.8486747 0.8796139 1.020658 1.124605 1.089989
## 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29 2022-03-30
## 1 0.869453 0.9851632 0.8560241 0.8937368 0.9913386 0.9793487 0.9935118
## 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05 2022-04-06
## 1 1.089796 0.9438202 0.8698413 0.8330292 0.8707558 1.366038 0.9511971
## 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12 2022-04-13
## 1 1.073572 1.03697 0.9165217 0.816888 0.9245064 1.366834 0.9255515
## 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19 2022-04-20
## 1 0.9424032 1.027397 1.179487 1.898261 0.5712322 1.657578 1.151427
## 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26 2022-04-27
## 1 1.029832 1.031008 1.026118 0.979946 0.004329004 490.8182 0.61178
## 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03 2022-05-04
## 1 1.022404 1.092094 0.9013015 0.9497593 0.8134305 1.248053 1.021841
## 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10 2022-05-11
## 1 1.082443 1.073343 0.9069645 0.9292959 0.7134394 1.266171 0.9758371
## 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17 2022-05-18
## 1 1.004952 1.005984 0.8701889 0.8854041 0.7125341 1.165711 1.29251
## 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24 2022-05-25
## 1 0.9555838 1.028331 0.9582437 0.9083558 0.8283877 1.26806 1.237288
## 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31 2022-06-01
## 1 1.031202 0.9907749 1.053259 0.95686 0.8640059 1.17408 1.352277
## 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07 2022-06-08
## 1 1.088631 0.9804504 1.077739 1.05808 0.8220452 1.408993 1.383528
## 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14 2022-06-15
## 1 1.047514 1.098233 1.030376 0.9419716 0.8156853 1.337883 1.38438
## 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21 2022-06-22
## 1 1.051912 1.028723 0.9760139 0.990852 0.7763868 1.234405 1.086864
## 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28 2022-06-29
## 1 1.302186 0.9194739 0.7364492 1.454383 0.6907398 1.230052 1.297325
## 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05 2022-07-06
## 1 0.907062 1.001289 0.9421367 1.001987 0.8110319 1.234831 1.171483
## 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12 2022-07-13
## 1 0.993925 1.001329 0.9690552 0.9135126 0.8163449 1.241719 1.191234
## 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19 2022-07-20
## 1 0.9949849 1.000299 1.024147 0.8249708 0.9169176 1.198867 1.238182
## 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26 2022-07-27
## 1 0.9690672 0.9585441 0.94713 0.8316978 0.8792838 1.234862 1.122536
## 2022-07-28 NA
## 1 0 NA
growth.rate(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## Processing... UNITED ARAB EMIRATES
## $Changes
## geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27
## 1 UNITED ARAB EMIRATES 0 0 0 0 0
## 2020-01-28 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03
## 1 0 4 0 0 0 1 0
## 2020-02-04 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10
## 1 0 0 0 0 2 0 1
## 2020-02-11 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17
## 1 0 0 0 0 0 1 0
## 2020-02-18 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24
## 1 0 0 0 0 4 0 0
## 2020-02-25 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02
## 1 0 0 0 6 2 0 0
## 2020-03-03 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09
## 1 6 0 2 0 16 0 0
## 2020-03-10 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16
## 1 29 0 11 0 0 13 0
## 2020-03-17 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23
## 1 0 15 27 0 13 0 45
## 2020-03-24 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30
## 1 50 85 0 72 63 102 41
## 2020-03-31 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06
## 1 53 150 210 240 241 294 277
## 2020-04-07 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13
## 1 283 300 331 370 376 387 398
## 2020-04-14 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20
## 1 412 432 460 477 0 479 484
## 2020-04-21 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27
## 1 490 483 518 525 532 536 490
## 2020-04-28 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04
## 1 541 549 552 557 561 564 567
## 2020-05-05 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11
## 1 462 546 502 553 624 781 680
## 2020-05-12 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18
## 1 783 725 698 747 796 731 832
## 2020-05-19 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25
## 1 873 941 894 994 812 781 822
## 2020-05-26 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01
## 1 779 883 563 638 726 661 635
## 2020-06-02 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08
## 1 596 571 659 624 626 540 568
## 2020-06-09 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15
## 1 528 603 479 513 491 304 342
## 2020-06-16 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22
## 1 346 382 388 393 388 392 378
## 2020-06-23 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29
## 1 380 450 430 410 387 437 449
## 2020-06-30 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06
## 1 421 402 400 672 716 683 528
## 2020-07-07 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13
## 1 532 445 532 473 403 401 344
## 2020-07-14 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20
## 1 375 275 281 293 289 211 271
## 2020-07-21 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27
## 1 305 236 254 261 313 351 264
## 2020-07-28 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03
## 1 369 375 302 283 254 239 164
## 2020-08-04 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10
## 1 189 254 239 216 239 225 179
## 2020-08-11 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17
## 1 262 246 277 330 283 210 229
## 2020-08-18 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24
## 1 365 435 461 391 424 390 275
## 2020-08-25 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31
## 1 339 399 491 390 427 362 541
## 2020-09-01 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07
## 1 574 735 614 612 705 513 470
## 2020-09-08 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14
## 1 644 883 930 931 1007 640 777
## 2020-09-15 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21
## 1 674 842 786 865 809 674 679
## 2020-09-22 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28
## 1 852 1083 1002 1008 1078 851 626
## 2020-09-29 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05
## 1 995 1100 1158 1181 1231 1041 932
## 2020-10-06 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12
## 1 1061 1046 1089 1075 1129 1096 1064
## 2020-10-13 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19
## 1 1315 1431 1398 1412 1538 1215 915
## 2020-10-20 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26
## 1 1077 1538 1578 1563 1491 1359 1111
## 2020-10-27 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02
## 1 1390 1400 1312 1172 1121 1278 1234
## 2020-11-03 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09
## 1 1008 1161 1289 1292 1141 1111 1146
## 2020-11-10 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16
## 1 1096 1214 1136 1226 1174 1210 1209
## 2020-11-17 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23
## 1 1255 1292 1153 1269 1262 1205 1065
## 2020-11-24 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30
## 1 1310 1297 1305 1283 1252 1251 1107
## 2020-12-01 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07
## 1 1289 1285 1317 1311 1214 1153 1148
## 2020-12-08 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14
## 1 1260 1313 1255 1196 1154 1194 1092
## 2020-12-15 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21
## 1 1226 1278 1321 1284 1254 1171 1077
## 2020-12-22 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28
## 1 1226 1246 1311 1230 1227 944 1027
## 2020-12-29 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04
## 1 1506 1723 1730 1856 1963 1590 1501
## 2021-01-05 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11
## 1 1967 2067 2988 2950 2998 2876 2404
## 2021-01-12 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18
## 1 3243 3362 3382 3407 3432 3453 3471
## 2021-01-19 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25
## 1 3491 3506 3529 3552 3566 3579 3591
## 2021-01-26 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01
## 1 3601 3939 3966 3962 3647 2948 2730
## 2021-02-02 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08
## 1 3310 3977 3249 3251 3276 3093 2798
## 2021-02-09 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15
## 1 3310 3539 3525 3307 2631 3167 3123
## 2021-02-16 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22
## 1 3236 3452 3294 3140 3158 2250 2105
## 2021-02-23 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01
## 1 3005 3102 3025 3498 3434 2930 2526
## 2021-03-02 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08
## 1 2721 2692 2742 3072 2959 2613 2483
## 2021-03-09 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15
## 1 2373 2204 2087 2250 2159 1992 1898
## 2021-03-16 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22
## 1 2018 2051 2101 2160 2013 1717 1871
## 2021-03-23 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29
## 1 2172 2196 2043 2128 2304 2128 1874
## 2021-03-30 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05
## 1 2289 2084 2315 2180 2084 2113 2012
## 2021-04-06 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12
## 1 1988 1883 2112 1875 1931 1810 1928
## 2021-04-13 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19
## 1 2022 1798 1928 1843 1958 1930 1803
## 2021-04-20 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26
## 1 1903 1931 2081 1973 2080 1813 1759
## 2021-04-27 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03
## 1 2094 1710 1961 1974 1712 1847 1772
## 2021-05-04 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10
## 1 1699 1954 1724 1766 1735 1572 1507
## 2021-05-11 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17
## 1 1614 1508 1512 1452 1321 1251 1229
## 2021-05-18 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24
## 1 1270 1348 1401 1490 1596 1591 1512
## 2021-05-25 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31
## 1 1672 1757 2167 2236 1812 1810 1763
## 2021-06-01 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07
## 1 1968 2154 1989 2062 2188 1874 1968
## 2021-06-08 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14
## 1 2205 2179 0 4471 2123 1969 1837
## 2021-06-15 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21
## 1 2127 2011 2167 1942 2109 1850 1964
## 2021-06-22 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28
## 1 2167 1988 2161 2223 2282 2122 2040
## 2021-06-29 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05
## 1 2184 1747 1675 1663 1632 1599 1573
## 2021-07-06 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12
## 1 1552 1513 1539 1529 1520 1518 1542
## 2021-07-13 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19
## 1 1522 1529 1541 1530 1565 1529 1508
## 2021-07-20 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26
## 1 1541 1506 1547 1521 1507 1528 1549
## 2021-07-27 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02
## 1 1539 1527 1550 1520 1537 1519 1537
## 2021-08-03 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09
## 1 1548 1519 1508 1520 1545 1410 1321
## 2021-08-10 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16
## 1 1334 1287 1260 1215 1206 1189 1109
## 2021-08-17 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23
## 1 1115 1089 1077 1070 1066 1076 1060
## 2021-08-24 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30
## 1 990 983 991 994 998 987 993
## 2021-08-31 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06
## 1 996 985 975 978 984 971 977
## 2021-09-07 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13
## 1 952 833 772 744 725 620 632
## 2021-09-14 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20
## 1 617 608 564 521 471 391 313
## 2021-09-21 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27
## 1 322 318 329 303 321 298 286
## 2021-09-28 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04
## 1 277 270 265 276 256 184 189
## 2021-10-05 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11
## 1 176 156 144 136 146 111 124
## 2021-10-12 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18
## 1 136 126 116 104 115 99 104
## 2021-10-19 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25
## 1 122 112 94 88 84 94 97
## 2021-10-26 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01
## 1 90 95 88 82 88 81 78
## 2021-11-02 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08
## 1 74 79 73 80 73 70 68
## 2021-11-09 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15
## 1 72 75 82 72 78 66 61
## 2021-11-16 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22
## 1 68 74 66 77 79 63 67
## 2021-11-23 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29
## 1 70 73 77 70 68 60 58
## 2021-11-30 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06
## 1 65 68 0 54 51 114 48
## 2021-12-07 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13
## 1 62 69 60 74 78 83 92
## 2021-12-14 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20
## 1 110 148 200 234 0 551 301
## 2021-12-21 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27
## 1 452 665 1002 1352 1621 1803 1732
## 2021-12-28 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03
## 1 1846 2234 2366 2426 2556 2600 2515
## 2022-01-04 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10
## 1 2581 2708 2687 2627 2655 2759 2562
## 2022-01-11 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17
## 1 2511 2616 2683 3068 3116 3067 2989
## 2022-01-18 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24
## 1 2792 2902 3014 2921 3020 2813 2629
## 2022-01-25 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31
## 1 2504 2369 2638 2545 2355 2291 2028
## 2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 1 2084 2163 2232 2114 1991 2015 1704
## 2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 1 1615 1538 1588 1474 1395 1266 1191
## 2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 1 930 957 895 882 790 725 651
## 2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 1 626 740 782 696 644 622 605
## 2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 1 478 519 502 447 558 407 386
## 2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 1 323 392 369 382 353 318 296
## 2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 1 280 318 386 331 367 347 338
## 2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 1 316 332 390 348 341 315 286
## 2022-03-29 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04
## 1 301 288 313 288 284 298 300
## 2022-04-05 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11
## 1 244 215 143 240 226 224 208
## 2022-04-12 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18
## 1 216 337 256 239 246 201 198
## 2022-04-19 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25
## 1 229 249 231 259 261 244 215
## 2022-04-26 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02
## 1 207 212 275 265 261 240 222
## 2022-05-03 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09
## 1 209 199 196 198 191 225 233
## 2022-05-10 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16
## 1 280 312 364 369 352 323 319
## 2022-05-17 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23
## 1 281 298 349 362 373 364 321
## 2022-05-24 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30
## 1 317 373 395 403 430 372 383
## 2022-05-31 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06
## 1 381 442 575 593 523 597 579
## 2022-06-07 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13
## 1 572 867 1031 1084 1179 1249 1319
## 2022-06-14 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20
## 1 1356 1395 1435 1433 1464 1489 1532
## 2022-06-21 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27
## 1 1556 1592 1621 1657 1692 1722 1744
## 2022-06-28 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04
## 1 1750 1769 1778 1788 1796 1812 1764
## 2022-07-05 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11
## 1 1732 1690 1688 1666 1609 1592 1584
## 2022-07-12 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18
## 1 1554 1522 1500 1489 1421 1409 1386
## 2022-07-19 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25
## 1 1378 1398 1388 1359 1332 1312 1298
## 2022-07-26 2022-07-27 2022-07-28
## 1 1257 1223 1257
##
## $Growth.Rate
## geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 UNITED ARAB EMIRATES NaN NaN NaN NaN NaN
## 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1 NA 0 NaN NaN NA 0 NaN
## 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1 NaN NaN NaN NA 0 NA 0
## 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1 NaN NaN NaN NaN NA 0 NaN
## 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1 NaN NaN NaN NA 0 NaN NaN
## 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1 NaN NaN NA 0.3333333 0 NaN NA
## 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1 0 NA 0 NA 0 NaN NA
## 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1 0 NA 0 NaN NA 0 NaN
## 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1 NA 1.8 0 NA 0 NA 1.111111
## 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1 1.7 0 NA 0.875 1.619048 0.4019608 1.292683
## 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1 2.830189 1.4 1.142857 1.004167 1.219917 0.9421769 1.021661
## 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1 1.060071 1.103333 1.117825 1.016216 1.029255 1.028424 1.035176
## 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1 1.048544 1.064815 1.036957 0 NA 1.010438 1.012397
## 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1 0.9857143 1.072464 1.013514 1.013333 1.007519 0.9141791 1.104082
## 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1 1.014787 1.005464 1.009058 1.007181 1.005348 1.005319 0.8148148
## 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1 1.181818 0.9194139 1.101594 1.128391 1.251603 0.8706786 1.151471
## 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1 0.9259259 0.9627586 1.070201 1.065596 0.9183417 1.138167 1.049279
## 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1 1.077892 0.9500531 1.111857 0.8169014 0.9618227 1.052497 0.9476886
## 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1 1.133504 0.6375991 1.133215 1.137931 0.9104683 0.9606657 0.9385827
## 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1 0.9580537 1.154116 0.9468892 1.003205 0.8626198 1.051852 0.9295775
## 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1 1.142045 0.7943615 1.070981 0.957115 0.6191446 1.125 1.011696
## 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1 1.104046 1.015707 1.012887 0.9872774 1.010309 0.9642857 1.005291
## 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1 1.184211 0.9555556 0.9534884 0.9439024 1.129199 1.02746 0.9376392
## 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1 0.9548694 0.9950249 1.68 1.065476 0.9539106 0.77306 1.007576
## 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1 0.8364662 1.195506 0.8890977 0.8520085 0.9950372 0.8578554 1.090116
## 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1 0.7333333 1.021818 1.042705 0.9863481 0.7301038 1.28436 1.125461
## 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1 0.7737705 1.076271 1.027559 1.199234 1.121406 0.7521368 1.397727
## 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1 1.01626 0.8053333 0.9370861 0.8975265 0.9409449 0.6861925 1.152439
## 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1 1.343915 0.9409449 0.9037657 1.106481 0.9414226 0.7955556 1.463687
## 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1 0.9389313 1.126016 1.191336 0.8575758 0.7420495 1.090476 1.593886
## 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1 1.191781 1.05977 0.8481562 1.084399 0.9198113 0.7051282 1.232727
## 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1 1.176991 1.230576 0.7942974 1.094872 0.8477752 1.494475 1.060998
## 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1 1.280488 0.8353741 0.9967427 1.151961 0.7276596 0.9161793 1.370213
## 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1 1.371118 1.053228 1.001075 1.081633 0.6355511 1.214063 0.8674389
## 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1 1.249258 0.9334917 1.100509 0.9352601 0.8331273 1.007418 1.254786
## 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1 1.271127 0.9252078 1.005988 1.069444 0.7894249 0.7356052 1.589457
## 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1 1.105528 1.052727 1.019862 1.042337 0.8456539 0.895293 1.138412
## 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1 0.9858624 1.041109 0.9871442 1.050233 0.9707706 0.9708029 1.235902
## 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1 1.088213 0.9769392 1.010014 1.089235 0.789987 0.7530864 1.177049
## 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1 1.428041 1.026008 0.9904943 0.9539347 0.9114688 0.8175129 1.251125
## 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1 1.007194 0.9371429 0.8932927 0.9564846 1.140054 0.9655712 0.8168558
## 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1 1.151786 1.11025 1.002327 0.8831269 0.9737073 1.031503 0.95637
## 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1 1.107664 0.9357496 1.079225 0.9575856 1.030664 0.9991736 1.038048
## 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1 1.029482 0.8924149 1.100607 0.9944838 0.9548336 0.8838174 1.230047
## 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1 0.9900763 1.006168 0.9831418 0.9758379 0.9992013 0.8848921 1.164408
## 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1 0.9968968 1.024903 0.9954442 0.9260107 0.9497529 0.9956635 1.097561
## 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1 1.042063 0.9558264 0.952988 0.9648829 1.034662 0.9145729 1.122711
## 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1 1.042414 1.033646 0.9719909 0.9766355 0.9338118 0.9197267 1.138347
## 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1 1.016313 1.052167 0.9382151 0.997561 0.7693562 1.087924 1.466407
## 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1 1.14409 1.004063 1.072832 1.057651 0.8099847 0.9440252 1.31046
## 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1 1.050839 1.445573 0.9872825 1.016271 0.9593062 0.8358832 1.349002
## 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1 1.036694 1.005949 1.007392 1.007338 1.006119 1.005213 1.005762
## 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1 1.004297 1.00656 1.006517 1.003941 1.003646 1.003353 1.002785
## 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1 1.093863 1.006855 0.9989914 0.9204947 0.8083356 0.9260516 1.212454
## 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1 1.201511 0.8169474 1.000616 1.00769 0.9441392 0.9046233 1.182988
## 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1 1.069184 0.9960441 0.938156 0.7955851 1.203725 0.9861067 1.036183
## 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1 1.066749 0.9542294 0.9532483 1.005732 0.7124763 0.9355556 1.427553
## 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1 1.03228 0.9751773 1.156364 0.9817038 0.8532324 0.862116 1.077197
## 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1 0.9893422 1.018574 1.12035 0.9632161 0.8830686 0.9502488 0.9556988
## 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1 0.9287821 0.9469147 1.078103 0.9595556 0.9226494 0.9528112 1.063224
## 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1 1.016353 1.024378 1.028082 0.9319444 0.8529558 1.089691 1.160877
## 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1 1.01105 0.9303279 1.041605 1.082707 0.9236111 0.8806391 1.221451
## 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1 0.9104412 1.110845 0.9416847 0.9559633 1.013916 0.9522007 0.9880716
## 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1 0.9471831 1.121614 0.8877841 1.029867 0.9373382 1.065193 1.048755
## 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1 0.8892186 1.072303 0.9559129 1.062398 0.9856997 0.9341969 1.055463
## 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1 1.014714 1.07768 0.9481019 1.054232 0.8716346 0.9702151 1.190449
## 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1 0.8166189 1.146784 1.006629 0.8672746 1.078855 0.9593936 0.9588036
## 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1 1.150088 0.8822927 1.024362 0.9824462 0.9060519 0.9586514 1.071002
## 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1 0.9343247 1.002653 0.9603175 0.9097796 0.9470098 0.9824141 1.03336
## 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1 1.061417 1.039318 1.063526 1.071141 0.9968672 0.9503457 1.10582
## 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1 1.050837 1.233352 1.031841 0.8103757 0.9988962 0.9740331 1.116279
## 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1 1.094512 0.9233983 1.036702 1.061106 0.8564899 1.05016 1.120427
## 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1 0.9882086 0 NA 0.4748378 0.9274611 0.9329609 1.157866
## 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1 0.9454631 1.077573 0.8961698 1.085994 0.877193 1.061622 1.10336
## 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1 0.9173973 1.087022 1.02869 1.026541 0.9298861 0.9613572 1.070588
## 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1 0.7999084 0.9587865 0.9928358 0.981359 0.9797794 0.9837398 0.9866497
## 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1 0.9748711 1.017184 0.9935023 0.9941138 0.9986842 1.01581 0.9870298
## 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1 1.004599 1.007848 0.9928618 1.022876 0.9769968 0.9862655 1.021883
## 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1 0.9772875 1.027224 0.9831933 0.9907955 1.013935 1.013743 0.9935442
## 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1 0.9922027 1.015062 0.9806452 1.011184 0.9882889 1.01185 1.007157
## 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1 0.9812661 0.9927584 1.007958 1.016447 0.9126214 0.9368794 1.009841
## 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1 0.9647676 0.979021 0.9642857 0.9925926 0.9859038 0.9327166 1.00541
## 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1 0.9766816 0.9889807 0.9935005 0.9962617 1.009381 0.9851301 0.9339623
## 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1 0.9929293 1.008138 1.003027 1.004024 0.988978 1.006079 1.003021
## 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1 0.9889558 0.9898477 1.003077 1.006135 0.9867886 1.006179 0.9744115
## 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1 0.875 0.9267707 0.9637306 0.9744624 0.8551724 1.019355 0.9762658
## 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1 0.9854133 0.9276316 0.9237589 0.9040307 0.8301486 0.8005115 1.028754
## 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1 0.9875776 1.034591 0.9209726 1.059406 0.9283489 0.9597315 0.9685315
## 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1 0.9747292 0.9814815 1.041509 0.9275362 0.71875 1.027174 0.9312169
## 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1 0.8863636 0.9230769 0.9444444 1.073529 0.760274 1.117117 1.096774
## 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1 0.9264706 0.9206349 0.8965517 1.105769 0.8608696 1.050505 1.173077
## 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1 0.9180328 0.8392857 0.9361702 0.9545455 1.119048 1.031915 0.9278351
## 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1 1.055556 0.9263158 0.9318182 1.073171 0.9204545 0.962963 0.9487179
## 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1 1.067568 0.9240506 1.09589 0.9125 0.9589041 0.9714286 1.058824
## 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1 1.041667 1.093333 0.8780488 1.083333 0.8461538 0.9242424 1.114754
## 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1 1.088235 0.8918919 1.166667 1.025974 0.7974684 1.063492 1.044776
## 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1 1.042857 1.054795 0.9090909 0.9714286 0.8823529 0.9666667 1.12069
## 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1 1.046154 0 NA 0.9444444 2.235294 0.4210526 1.291667
## 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1 1.112903 0.8695652 1.233333 1.054054 1.064103 1.108434 1.195652
## 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1 1.345455 1.351351 1.17 0 NA 0.5462795 1.501661
## 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1 1.471239 1.506767 1.349301 1.198964 1.112276 0.9606212 1.06582
## 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1 1.210184 1.059087 1.025359 1.053586 1.017214 0.9673077 1.026243
## 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1 1.049206 0.9922452 0.9776703 1.010659 1.039171 0.9285973 0.9800937
## 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1 1.041816 1.025612 1.143496 1.015645 0.9842747 0.974568 0.9340917
## 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1 1.039398 1.038594 0.969144 1.033893 0.931457 0.9345894 0.9524534
## 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1 0.9460863 1.11355 0.964746 0.9253438 0.9728238 0.885203 1.027613
## 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1 1.037908 1.0319 0.9471326 0.9418165 1.012054 0.8456576 0.94777
## 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1 0.952322 1.03251 0.9282116 0.9464043 0.9075269 0.9407583 0.7808564
## 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1 1.029032 0.9352142 0.9854749 0.8956916 0.9177215 0.897931 0.9615975
## 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1 1.182109 1.056757 0.8900256 0.9252874 0.9658385 0.9726688 0.7900826
## 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1 1.085774 0.9672447 0.8904382 1.248322 0.7293907 0.9484029 0.8367876
## 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1 1.213622 0.9413265 1.03523 0.9240838 0.9008499 0.9308176 0.9459459
## 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1 1.135714 1.213836 0.857513 1.108761 0.9455041 0.9740634 0.9349112
## 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1 1.050633 1.174699 0.8923077 0.9798851 0.9237537 0.9079365 1.052448
## 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1 0.9568106 1.086806 0.9201278 0.9861111 1.049296 1.006711 0.8133333
## 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1 0.8811475 0.6651163 1.678322 0.9416667 0.9911504 0.9285714 1.038462
## 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1 1.560185 0.7596439 0.9335938 1.029289 0.8170732 0.9850746 1.156566
## 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1 1.087336 0.9277108 1.121212 1.007722 0.9348659 0.8811475 0.9627907
## 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1 1.024155 1.29717 0.9636364 0.9849057 0.9195402 0.925 0.9414414
## 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1 0.9521531 0.9849246 1.010204 0.9646465 1.17801 1.035556 1.201717
## 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1 1.114286 1.166667 1.013736 0.9539295 0.9176136 0.9876161 0.8808777
## 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1 1.060498 1.171141 1.037249 1.030387 0.9758713 0.8818681 0.9875389
## 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1 1.176656 1.058981 1.020253 1.066998 0.8651163 1.02957 0.9947781
## 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1 1.160105 1.300905 1.031304 0.8819562 1.141491 0.9698492 0.9879102
## 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1 1.515734 1.189158 1.051406 1.087638 1.059372 1.056045 1.028052
## 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1 1.028761 1.028674 0.9986063 1.021633 1.017077 1.028878 1.015666
## 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1 1.023136 1.018216 1.022209 1.021123 1.01773 1.012776 1.00344
## 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1 1.010857 1.005088 1.005624 1.004474 1.008909 0.9735099 0.9818594
## 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1 0.9757506 0.9988166 0.9869668 0.9657863 0.9894344 0.9949749 0.9810606
## 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1 0.979408 0.9855453 0.9926667 0.9543318 0.9915552 0.9836764 0.994228
## 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1 1.014514 0.9928469 0.9791066 0.9801325 0.984985 0.9893293 0.9684129
## 2022-07-27 2022-07-28 NA
## 1 0.9729515 1.0278 NA